{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ebdb6cbd-e5a8-4868-b537-990a08a79114",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   total_bill   tip     sex smoker  day    time  size\n",
      "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
      "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
      "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
      "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
      "4       24.59  3.61  Female     No  Sun  Dinner     4\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "try:\n",
    "    file_path = \"D:/python_w/python_w/tips.xls\"\n",
    "    df = pd.read_excel(file_path)\n",
    "except Exception as e:\n",
    "    print(e)\n",
    "else:\n",
    "    print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d56f0958-f2f1-42d2-a5ce-b3d548cd08a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Requirement already satisfied: xlrd in c:\\users\\25776\\appdata\\roaming\\python\\python312\\site-packages (2.0.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install xlrd -i https://pypi.tuna.tsinghua.edu.cn/simple\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f4ecf56a-68f2-4770-9384-a95d0cae5c6b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    消费总额    小费      性别 是否抽烟   星期   聚餐时间段  人数\n",
      "0  16.99  1.01  Female   No  Sun  Dinner   2\n",
      "1  10.34  1.66    Male   No  Sun  Dinner   3\n",
      "2  21.01  3.50    Male   No  Sun  Dinner   3\n",
      "3  23.68  3.31    Male   No  Sun  Dinner   2\n",
      "4  24.59  3.61  Female   No  Sun  Dinner   4\n"
     ]
    }
   ],
   "source": [
    "# 增加一列“人均消费”\n",
    "# 修改列名为汉字（total_bill--消费总额，tip--小费，sex--性别，smoker--是否抽烟，day--星期，time--聚餐时间段，size--人数），并显示前5行数据。\n",
    "import seaborn as sns\n",
    "column_rename = {\n",
    "    'total_bill': '消费总额',\n",
    "    'tip': '小费',\n",
    "    'sex': '性别',\n",
    "    'smoker': '是否抽烟',\n",
    "    'day': '星期',\n",
    "    'time': '聚餐时间段',\n",
    "    'size': '人数'\n",
    "}\n",
    "df.rename(columns=column_rename, inplace=True)\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4653593c-3ef5-4f25-b275-b6d5717c323c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    消费总额    小费      性别 是否抽烟   星期   聚餐时间段  人数  人均消费\n",
      "0  16.99  1.01  Female   No  Sun  Dinner   2     0\n",
      "1  10.34  1.66    Male   No  Sun  Dinner   3     1\n",
      "2  21.01  3.50    Male   No  Sun  Dinner   3     2\n",
      "3  23.68  3.31    Male   No  Sun  Dinner   2     3\n",
      "4  24.59  3.61  Female   No  Sun  Dinner   4     4\n"
     ]
    }
   ],
   "source": [
    "new_column = [i for i in range(len(df))]\n",
    "df['人均消费'] = new_column\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "21ad0520-5e75-433c-9106-98abb225104b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      消费总额     小费    性别 是否抽烟    星期   聚餐时间段  人数  人均消费\n",
      "56   38.01   3.00  Male  Yes   Sat  Dinner   4    56\n",
      "58   11.24   1.76  Male  Yes   Sat  Dinner   2    58\n",
      "60   20.29   3.21  Male  Yes   Sat  Dinner   2    60\n",
      "61   13.81   2.00  Male  Yes   Sat  Dinner   2    61\n",
      "62   11.02   1.98  Male  Yes   Sat  Dinner   2    62\n",
      "63   18.29   3.76  Male  Yes   Sat  Dinner   4    63\n",
      "69   15.01   2.09  Male  Yes   Sat  Dinner   2    69\n",
      "76   17.92   3.08  Male  Yes   Sat  Dinner   2    76\n",
      "80   19.44   3.00  Male  Yes  Thur   Lunch   2    80\n",
      "83   32.68   5.00  Male  Yes  Thur   Lunch   2    83\n",
      "90   28.97   3.00  Male  Yes   Fri  Dinner   2    90\n",
      "95   40.17   4.73  Male  Yes   Fri  Dinner   4    95\n",
      "96   27.28   4.00  Male  Yes   Fri  Dinner   2    96\n",
      "97   12.03   1.50  Male  Yes   Fri  Dinner   2    97\n",
      "98   21.01   3.00  Male  Yes   Fri  Dinner   2    98\n",
      "105  15.36   1.64  Male  Yes   Sat  Dinner   2   105\n",
      "106  20.49   4.06  Male  Yes   Sat  Dinner   2   106\n",
      "107  25.21   4.29  Male  Yes   Sat  Dinner   2   107\n",
      "138  16.00   2.00  Male  Yes  Thur   Lunch   2   138\n",
      "170  50.81  10.00  Male  Yes   Sat  Dinner   3   170\n",
      "171  15.81   3.16  Male  Yes   Sat  Dinner   2   171\n",
      "172   7.25   5.15  Male  Yes   Sun  Dinner   2   172\n",
      "173  31.85   3.18  Male  Yes   Sun  Dinner   2   173\n",
      "174  16.82   4.00  Male  Yes   Sun  Dinner   2   174\n",
      "175  32.90   3.11  Male  Yes   Sun  Dinner   2   175\n",
      "176  17.89   2.00  Male  Yes   Sun  Dinner   2   176\n",
      "177  14.48   2.00  Male  Yes   Sun  Dinner   2   177\n",
      "179  34.63   3.55  Male  Yes   Sun  Dinner   2   179\n",
      "180  34.65   3.68  Male  Yes   Sun  Dinner   4   180\n",
      "181  23.33   5.65  Male  Yes   Sun  Dinner   2   181\n",
      "182  45.35   3.50  Male  Yes   Sun  Dinner   3   182\n",
      "183  23.17   6.50  Male  Yes   Sun  Dinner   4   183\n",
      "184  40.55   3.00  Male  Yes   Sun  Dinner   2   184\n",
      "187  30.46   2.00  Male  Yes   Sun  Dinner   5   187\n",
      "189  23.10   4.00  Male  Yes   Sun  Dinner   3   189\n",
      "190  15.69   1.50  Male  Yes   Sun  Dinner   2   190\n",
      "192  28.44   2.56  Male  Yes  Thur   Lunch   2   192\n",
      "193  15.48   2.02  Male  Yes  Thur   Lunch   2   193\n",
      "194  16.58   4.00  Male  Yes  Thur   Lunch   2   194\n",
      "196  10.34   2.00  Male  Yes  Thur   Lunch   2   196\n",
      "199  13.51   2.00  Male  Yes  Thur   Lunch   2   199\n",
      "200  18.71   4.00  Male  Yes  Thur   Lunch   3   200\n",
      "204  20.53   4.00  Male  Yes  Thur   Lunch   4   204\n",
      "206  26.59   3.41  Male  Yes   Sat  Dinner   3   206\n",
      "207  38.73   3.00  Male  Yes   Sat  Dinner   4   207\n",
      "208  24.27   2.03  Male  Yes   Sat  Dinner   2   208\n",
      "210  30.06   2.00  Male  Yes   Sat  Dinner   3   210\n",
      "211  25.89   5.16  Male  Yes   Sat  Dinner   4   211\n",
      "216  28.15   3.00  Male  Yes   Sat  Dinner   5   216\n",
      "217  11.59   1.50  Male  Yes   Sat  Dinner   2   217\n",
      "218   7.74   1.44  Male  Yes   Sat  Dinner   2   218\n",
      "220  12.16   2.20  Male  Yes   Fri   Lunch   2   220\n",
      "222   8.58   1.92  Male  Yes   Fri   Lunch   1   222\n",
      "224  13.42   1.58  Male  Yes   Fri   Lunch   2   224\n",
      "230  24.01   2.00  Male  Yes   Sat  Dinner   4   230\n",
      "231  15.69   3.00  Male  Yes   Sat  Dinner   3   231\n",
      "234  15.53   3.00  Male  Yes   Sat  Dinner   2   234\n",
      "236  12.60   1.00  Male  Yes   Sat  Dinner   2   236\n",
      "237  32.83   1.17  Male  Yes   Sat  Dinner   2   237\n",
      "241  22.67   2.00  Male  Yes   Sat  Dinner   2   241\n"
     ]
    }
   ],
   "source": [
    "# 查询抽烟男性中人均消费大于5的数据\n",
    "find_5 = df[(df['性别'] == 'Male') & (df['是否抽烟'] == 'Yes') & (df['人均消费'] > 5)]\n",
    "print(find_5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "aa228614-1a78-4790-90cb-525fd63fed72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NnDiROZ3OxDUuKChgU6ZMYbNnz2aVlZVMEAT2+uuv93otydhEgZpktXhAfuGFF9LenmrJkiVMkiTW3NzMWltb2fXXX8/WrVvHvvvd7yYt1/nnP//JXnnllcQ87kMPPZS01CjVzp072WuvvcY2b96c1Hv68ssvWWNjI9uwYQNbsmQJ2759e1LP+4svvmClpaWssLCQTZw4Menrs88+Y01NTYlEJqvVyrZv385effVVdvjhhyfOEQ6H2bp169j69evTBtWuvTa/38/uu+++pPn8uKamJsZxHHvmmWcYY2agSP0AFBdPcosHalmW2Y033shWrFjBfvazn7Ezzzwzcd/Vq1ezZ555JhFYe1s6d8899ySytT0eD1u2bBlbsWIF83g87JNPPknc7w9/+AM77LDDWHt7e+K23bt3s/LyclZaWsqKi4uTrmU8WdBms7FPPvmElZeXs/fff599/vnnbMKECUlt6GmOuuvoyBlnnMFOPfVUxhhjv/3tb9m5556b9vl0FQ+8CxYs6FZEJZ09e/awzz77jO3atYu1t7ezaDTKDMNgU6ZMYc8++2zSfaPRKLvmmmv6XZyHjA00R02yWiAQwIIFC3D22WdndP9LLrkEr7/+OgoLC1FYWIj7778fhx12WKLMZdytt96KP/3pT+D5fS+B3spXlpeX4+abb8btt9+OkpISFBUVATDnwEtKSvDhhx/iv//7v2EYRtK87qGHHoq6ujpMnz4df/7zn9HU1IQdO3Zg7969yMvLg6IoKCwsxOuvv46DDjoIM2bMgNPpRGlpaeIcNTU1WLBgARYsWICFCxem/TriiCNwxBFH4Msvv0R9fT3Ky8u7PYc33ngDXq8X5557buK2lStXguO4bl+px1ssFtx7771YvHhxt2v5hz/8Ab/73e8gSVLS7emu53vvvZeY/1YUBaIoYvHixbjhhhtw9dVXJ0pxXnvttZAkCSeddFKi1GlFRQV27tyJY445BjfddFNiPlvTNLjdbgCA2+3GJ598Al3Xcdxxx8FisaCioqLH32tP7r77brz88ssAzBwJj8fT6/2rq6uxdOlSLFmyBLt27cI111wDXdd7Paa0tBRutxu//OUv0dbWBqvV2m0+/e6778bPf/5zAMDDDz+MWbNm9fu5kNwn9n0XQkbP+eefj/PPPz/j+5eUlOD000/vdjvP84mEowceeADffPMNli1bhgceeAANDQ2YNWsWLrvssh7PKwgCnnzySRx77LF48cUXccQRRyR+Jssy7r33Xtx2223Yb7/90h6bjiRJKC8vx5YtWzBv3jw899xzuPnmm7F58+ZEkACAOXPmZFwDGwAefPBBTJ48udvtf/3rX3H66acnJUYtXLgQr776arf7NjU1Yd68eT0+RjzZ7o033sDbb7+Nxx57DH//+9+xfPlyHHnkkbjxxhuh63rSh5aWlhasWrUK9913HwDAarUmrs1//dd/4ZprrgHHcdi4cSPq6+vx9ttv44gjjsCVV16Jl156CUDv1xIAdu/ejaOOOgr/93//h8ceewzPPvssli1b1u3+fr8f9fX1ieeaavbs2Yl/t7e3o7CwsMdrUVtbixNOOAFHHnkkfvOb32DBggU47bTTUFdXh7/97W8oKytLe1xdXR1OPvlkTJo0KekDY1czZ87E//3f/2H16tV47bXXMH369B7bQcaw0e7SEzIQTz31FBNFMaP7xpdBvfXWW+zkk09OLMWJn+fQQw9lANjixYvZK6+80q04yFdffcW+/vprtnnzZnb88cezO++8k33wwQeJxKHbbruNlZWVJe63bt26buU7582b16285rZt29iWLVvYAQccwB544AHGGGNffvklq6qqYkcccUSvFbp6e64zZsxI1OyO+/DDDxmApCHV6667LuOh7646OjrY+++/z8477zzGcRw7//zzma7r7O2332aLFy9mANihhx7KnnzyyaR55rvuuiupcEhRUVG3IV7GzPXdZWVlTNM0tmnTpm7rxs8555zEErH4tXzvvfdYQ0MDO+aYY9h1113HGDPXvx922GFs5syZSYmIxx57bNrcgviytVSHHXYY+5//+Z9ut+u6zv7yl7+wvLw8dsoppyQ91//85z/M7XYzm83Grr/+evbll18mHbtixQpWUlLCzjrrrG7FTMrKypIq3e3cuZPNnDmTeb1e9tlnn6VtIxnbKFCTnPL5558zt9vNOI5jixYt6vP+1113XaKAhCRJ7LTTTutWWYwxM5AtXryY8TzfrXZ3fG2rx+NhXq+31y+Xy8UsFku3GtYHHHAAe/XVVxljZoIZAHbXXXcxt9vNHn/88aT77tmzhx111FH9Knbxu9/9jl144YVswYIFDABbtWpV4meKorC5c+cyjuOSMsF/8YtfpA3UL730Ejv77LMZgKSNIO6//34miiIDzApkRx99dNpNSdatW8fOPPPMbh8MmpubkzLAzzjjDMZxXNI6dovFwgoLCxPXKp3TTz89aROMwsJC9vvf/555vV52xx13JCWvBQIBdvzxx7MPPvggcdsRRxyRdo5627ZtidueeOIJ9pOf/CSRkd21VnhjYyO75ZZbWEVFBXM6nezBBx9MmzC3c+fOxAdDxIraMGZ+mLr44ovZFVdckSiKo+s6u+KKKxIZ6al/o3v37mUXXXRR0pw9GT8oUJOcc+edd7LnnnuOdXZ29nnf6upq9te//pWtXLmShUKhPu8fr888UhobG4fkPE8//TRbvHgxu/LKK5OCUtzHH3/MfvzjHyfdduWVV6YN1J9++imz2Wzsxz/+cdLuZC0tLeyxxx5jH3zwAevo6OizTdl6Ld99992kJXzRaJR99NFHSX8fy5cvZ6eeeir73e9+x7Zv3550vCzL7Lvf/S679dZbk8ra9uSjjz5iF198cZ8jJL///e/Zueeeyx599NGMngcZPzjGUjZSJYSMa4yxYS3yQQjpHwrUhBBCSBaj5VmEEEJIFqNATQghhGQxCtSEEEJIFqNATQghhGSxMReoGWPw+/2gHDlCCCFjwZgL1IFAAF6vF4FAYLSbQgghhAzamAvUhBBCyFhCgZoQQgjJYhSoCSGEkCxGgZoQQgjJYhSoCSGEkCxGgZoQQgjJYhSoCSGEkCxGgZoQQgjJYhSoCSGEkCxGgZoQQgjJYhSoCSGEkCxGgZoQQgjJYhSoCSGEkCxGgZoQQgjJYqMaqNva2jBt2jTs2rUrcdvGjRsxb9485Ofn46abbqJ9pQkhhIw6w2DYUO/Dyu0t2FDvg2GMXGwSR+yRUrS2tuKMM85ICtKyLOOMM87AySefjJdeegn/7//9Pzz11FO45JJLRquZhBBCxrk1O1qxdGU1qpuDUHUGSeBQVezCNYursGj6hGF//FHrUZ933nk477zzkm5799134fP5cP/996OqqgpLlizBk08+OUotJIQQMt6t2dGKW9/YgC2NfjitIordVjitIrY0BnDrGxuwZkfrsLdh1AL1Y489hl/+8pdJt33zzTdYuHAhHA4HAODAAw/E5s2bR6N5hBBCxjnDYFi6shpBWUOJxwabJIDnOdgkASUeK4KyjqUrq4d9GHzUAnVlZWW32/x+P6ZNm5b4nuM4CIKAjo6OHs8jyzL8fn/SFyGEEDJYm/b4Ud0cRL7DAo7jkn7GcRzyHBKqm4PYtGd4405WZX2Logir1Zp0m81mQzgc7vGYu+66C16vN/FVXl4+3M0khBAyDrSHFag6g0VIHyqtAg/VYGgPK8PajqwK1AUFBWhpaUm6LRAIwGKx9HjMLbfcAp/Pl/iqq6sb7mYSQggZBwocFkgCB0U30v5c1g1IPIcCR88xaihkVaCeN28ePv3008T3u3btgizLKCgo6PEYq9UKj8eT9EUIIYQM1pwyD6qKXegIq92WCjPG0BlWUVXswpyy4Y07WRWojznmGPh8PjzzzDMAgLvvvhsnnngiBEEY5ZYRQggZb3iewzWLq+CyCmjyy4ioOgyDIaLqaPLLcFkFXLO4CjzP9X2yQeDYKFcU4TgOO3fuxNSpUwEAb775Ji644AK43W7ouo6VK1dizpw5GZ/P7/fD6/XC5/NR75oQQsigJa2jNhgkfmTXUY96oE6noaEB69atw6JFi1BUVNSvYylQE0IIGWqGwbBpjx/tYQUFDgvmlHmGvScdl5WBejAoUBNCCBlLsmqOmhBCCCHJKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFKFATQgghWYwCNSGEEJLFxNFuACGEEDLUDINh0x4/2sMKChwWzCnzgOe50W7WgFCgJoQQMqas2dGKpSurUd0chKozSAKHqmIXrllchUXTJ4x28/qNhr4JIYSMGWt2tOLWNzZgS6MfTquIYrcVTquILY0B3PrGBqzZ0TraTew3CtSEEELGBMNgWLqyGkFZQ4nHBpskgOc52CQBJR4rgrKOpSurYRhstJvaLxSoCSGEjAmb9vhR3RxEvsMCjkuej+Y4DnkOCdXNQWza4x+lFg4MBWpCCCFjQntYgaozWIT0oc0q8FANhvawMsItGxwK1IQQQsaEAocFksBB0Y20P5d1AxLPocBhGeGWDQ4FakIIIWPCnDIPqopd6AirYCx5Hpoxhs6wiqpiF+aUeUaphQNDgZoQQsiYwPMcrllcBZdVQJNfRkTVYRgMEVVHk1+GyyrgmsVVObeemgI1IYSQMWPR9AlYctZczCp1IyxraA7KCMsaZpW6seSsuTm5jppjqeMDOc7v98Pr9cLn88Hjya3hDUIIIUODKpMRQgghWYznOcyd7B3tZgwJGvomhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCshgFakIIISSLUaAmhBBCslhWBupnn30WFRUVcLlcOPHEE7Fr167RbhIhhBAyKrIuUFdXV+O//uu/8Oabb2Lz5s2YMmUKfvrTn452swghhJBRkXWB+quvvsLChQtx6KGHoqKiApdccgm2b98+2s0ihBBCRkXWBerZs2fjww8/xFdffQWfz4e//OUvOOmkk0a7WYQQQsioEEe7Aalmz56Ns88+G4ceeigAYNq0afjss896vL8sy5BlOfG93+8f9jYSQgghIyXretSffvop3nnnHXz22WcIBAI4//zzcdppp4Exlvb+d911F7xeb+KrvLx8hFtMCCGEDB+O9RQBR8n1118Pnudx3333AQAYY5gwYQL+85//4OCDD+52/3Q96vLycvh8Png8npFqNiGEEDIssm7oW9M0dHR0JL4PBAIIhULQdT3t/a1WK6xW60g1jxBCCBlRWReojzzySFx66aX44x//iIkTJ+KJJ57AxIkTceCBB4520wghhJARl3WB+kc/+hG2bduGBx54AI2NjTjggAPw+uuvQ5Kk0W4aIYQQMuKybo56sPx+P7xeL81RE0IIGROyLuubEEIIIftQoCaEEEKyGAVqQgghJItRoCaEEEKyGAVqQgghJItRoCaEEEKyGAVqQgghJItlXcETQgghvTMMhk17/GgPKyhwWDCnzAOe50a7WWSYUKAmhJAcsmZHK5aurEZ1cxCqziAJHKqKXbhmcRUWTZ8w2s0jw4CGvgkhJEes2dGKW9/YgC2NfjitIordVjitIrY0BnDrGxuwZkfraDeRDAMK1IQQkgMMg2HpymoEZQ0lHhtskgCe52CTBJR4rAjKOpaurIZhjKmq0AQUqAkhJCds2uNHdXMQ+Q4LOC55PprjOOQ5JFQ3B7Fpj3+UWkiGCwVqQgjJAe1hBarOYBHSv21bBR6qwdAeVka4ZWS4UaAmhJAcUOCwQBI4KLqR9ueybkDiORQ4LCPcMjLcKFATQkgOmFPmQVWxCx1hFam7EzPG0BlWUVXswpwy2t53rKFATQghOYDnOVyzuAouq4Amv4yIqsMwGCKqjia/DJdVwDWLq2g99RhEgZoQQnLEoukTsOSsuZhV6kZY1tAclBGWNcwqdWPJWXNpHfUYxbHUMZQc5/f74fV64fP54PHQEBAhZOyhymTjC1UmI4SQHMPzHOZO9o52M8gIoaFvQgghJItRoCaEEEKyGAVqQgghJItRoCaEEEKyGAVqQgghJItRoCaEEEKyGAVqQgghJItRoCaEEEKyGAVqQgghJItRoCaEEEKyGAVqQgghJItRoCaEEEKyGAVqQgghJItRoCaEEEKyGAVqQgghJEOGwUb8MSlQE0IIIX1QNAMNnRHImjHijy2O+CMSQgghOcQXVtEeVsDYyPemAQrUhBBCSFqqbqA1KCOi6KPaDgrUhBBCSAp/VEV7UIExSr3orihQE0IIITGabqAlC3rRXVGgJoQQQgAEoirasqQX3RUFakIIIeOaphtoDSoIK9poNyUtCtSEEELGraCsoS0oQx+F9dGZokBNCCFk3NENhtagjJCcnb3orihQE0IIGXMMg2HTHj/awwoKHBbMKfOA5zkAQEjW0JrlveiuKFATQggZU9bsaMXSldWobg5C1RkkgUNVsQtXHV2JmSVuBHOgF90VlRAlhJAuDINhQ70PK7e3YEO9b1RqO5OBW7OjFbe+sQFbGv1wWkUUu61wWkVs3uPHb15fj4++bRntJvYb9agJISSmp57YNYursGj6hNFuHumDYTAsXVmNoKyhxGMDx3FgjEHgORQ4JbQGFbywtg4HleeB57jRbm7GqEdNCCHouSe2pTGAW9/YgDU7Wke7iaQPm/b4Ud0cRL7DAo7jYBgMqs5gGAwcOLhtEuraQtixNzTaTe0XCtSEkHEvtSdmkwTwPAebJKDEY0VQ1rF0ZTUNg2e59rBijoTwHFTdgKobSRtpWAQOKmPwRZVRbGX/UaAmhIx7qT2xrjiOQ55DQnVzEJv2+EephSQTBQ4LRB4Iq3raD1WKziBxHLw2yyi0buAoUBNCxr14T8wipH9LtAo8VIOhPZxbPbHxhDGGiR4ryvId8EVUMCQHagaGQFRFeaET0yc6R6mVA0OBmhAy7hU4LJAEDopupP25rBuQeA4FjtzqiY0XUVVHfUcEQVnDBfPL4bAIaA0qiGoGDMYQ1cwSoQ6LgAvml+dUIhlAgZoQQjCnzIOqYhc6wmrSnCZg9tQ6wyqqil2YU+YZpRaSdBhjaA8p2NMZgRr7kHVIRT5uOGkmKotciCoa2sIKooqGyiIXbjhpJg6pyB/lVvcfLc8iJAf0VmUpW+RCG3vC8xyuWVyFW9/YgCa/jDyHBKvAQ9YNdIZVuKwCrllclTPPZzyIqjpaAnIiQHd1SEU+DirPw469IfiiCrw2C6ZPdOZcTzqOY6kfH3Oc3++H1+uFz+eDx0Offknuy4W1vbnQxkwkPQ/DzB7OxecxljHG0BFWzXnoUQhfpV477BZhRB+TAjUhWSy+tjcoa8h3WGAReCi6gY5YL2/JWXNHPYDkQhv7I5dHBsY6WTN70YqWPpdgJIxGoKahb0KyVLoqSwBg4wWUeHg0+WUsXVmNhZWFoxZIcqGN/cXzHOZO9o52M0gXjDH4ImraHILxgJLJCMlSubC2NxfaSHKbohnY44uiPaSMyyANUI+akKyVydpe3yiv7c2FNpLc5QuraA+P3wAdR4GakCzVdW2vje8+J5YNa3tzoY0k9yiagdagjKiqj3ZTsgINfROSpXJhbW8utJHkFl9ERUNnhIJ0FxSoCclS8bW9LquAJr+MSKx+cUTV0eSXs2Jtby60keQGVTfQ6IugLSiP+6HuVLQ8i5Aslwtre3OhjSR7+aMq2oMKjBwIR7SOeghQoCZjUS6s7c2FNpLsoukGWoIyIkruDHPTOmpCSFq5sLY3F9pIskcgqqItR3rRo40CNSGEkBGj6eZOVmFFG+2m5AxKJiOEEDIigrKGhs5ITgfpL3d3QOthO9ThQoGaEELIsNINhr3+KJr9UehGbg51724L4b/e2IgLn/wML35eN6KPTUPfhBBChk1I1tAalHM2QHeEFTy9Zjf+sX4P4k/hgWXb8f2Dy+C2SSPSBgrUhBBChpxuMLQFZQTl3Bzmjqo6/v5lPV5cW4dwSlb6tAlOdIRUCtSEEEJyU1jR0BpQoBmjtx3lQBmM4YPNe/Hk6l1oCcpJP5uUZ8evT9kP3zuorNsmNMOJAjUhhJAhYRgMrSEZwWhu9qK/3N2BR1bWYEdLMOl2j03ET46YgjMOKkNFgXNEgzRAgZoQQsgQiCg6WoMy1BHOiB4KO1tDeGxVDT7b2Z50uyRw+MEhk3DBgooRG+ZOhwI1IYSQAWOMoS2kwB9RR7sp/dYeUvDUml3414ZGpOa6Hb9/MS4/ahpKvLbRaVwXFKgJIYQMSFTV0RLIvV50RNXx2rp6vPh5LaJqctvnTvLg6sVVmFWaPSWoszpQ33zzzdi0aRPeeeed0W4KISRHUM3x4ccYQ0dYRWdYGe2m9ItuMLy/eS/++vFOtAWT2z45344rj67EkdMLR3wOui9ZG6g3btyIhx9+GF999dVoN4UQkiOSdvHSGSSBdvEaaopmoDkQhaLlVi963a52PLKqBjUtoaTbzUSxqfjeQaUQheysAZaVu2cxxnDUUUfhhBNOwB133NGvY2n3LELGpzU7WnHrGxsQlDXkOyywCDwU3UBHWIXLKmDJWXMpWA+SL6yiPazk1H7RNS1BPLaqBmt3dSTdLgkcfnjoZFwwvwIuW+Z9Vto9K+bxxx/H119/jcsvvxz/+Mc/cPLJJ0OSRi/jjhAyOMM9HG0YDEtXViMoayjx2BJDlzZeQImHR5NfxtKV1VhYWUjD4AOg6gZaAjKiau5sR9kWlPG3Nbvw741N3RLFTti/GJcdPQ0lntFPFMtERj1qTdPwq1/9Cg888AAAIBwOg+d58Py+YQJVVeFwOFBXV4fNmzfjlFNOGVCDgsEgKisrUVZWhh/+8IdYvnw5IpEIli9fDput+0WVZRmyvG9Rut/vR3l5OfWoCckSIzEcvaHeh6ueXQenVYRN6t7biag6wrKGRy86nLbi7Cd/VEV7Dm1HGVF0vLKuDi9/XodoyvD8QZO9uHpxFfYrcQ/4/KPRo85oQJ7nebzxxhuJ77/73e9i8uTJmD59OqqqqlBVVYVZs2ZhxYoVOPnkk/H3v/99wA16/fXXEQqF8OGHH+K2227D+++/j87OTjzzzDNp73/XXXfB6/UmvsrLywf82ISQoRUfjt7S6IfTKqLYbYXTKmJLYwC3vrEBa3a0DsnjtIcVqDqDpYc5RqvAQzUY2nMs+Wk06QZDky+K1oCcE0FaNxj+taERP/nrWjz9ye6kIF2eb8f/nDkH95970KCC9GjJaOib53lEo1GsW7cOBx54IADgnnvuwaJFi+BwODBlyhQAwO23345Fixbh8ccfH3CD6uvrsWDBAhQUFJgNFEUceOCB2LlzZ9r733LLLbjhhhsS38d71ISMZ9mQ+TySw9EFDgskgYOiG7Dx3Xs7sm5A4jkUOCyDepzxItc20vh8VzseWVmDna3JiWJ5dgkXL5qK784tydpEsUxkPEcdCARw1VVXYffu3QiHw7joootwxx134P3334emadh///1x+eWX49Zbbx1Ug8rLyxGJRJJu2717N4477ri097darbBarYN6TELGkmzJfN60x4/q5iDyHZZuy104jkOeQ0J1cxCb9vgHPRw9p8yDqmIXtjQGUOLhkx6PMYbOsIpZpW7MKaPpsN7kWgnQ6uYgHllVgy92JyeKWUQeZx86CefPr4DTmpWpWP2S8UeMiRMn4osvvkBrayvmzZuHtrY23HPPPfjyyy/x1Vdf4ZZbbsF7772HCy+8EJo28F/yd7/7XWzZsgWPPPII6uvr8eCDD+Lrr78e8Jw3IePJSA01Z2Ikh6N5nsM1i6vgsgpo8suIqDoMgyGi6mjyy3BZBVyzuIoSyXoRUXTUd0RyIki3BGT837+34cpnv0gK0hyA78yeiGcumYfLj64cE0EayLBHrSgKotFo4vvi4mIsXbo0McTNGIOiKHj++efxr3/9Cz/72c/w6KOPDqhBBQUF+Pe//40bb7wRN9xwA0pKSvDSSy9h6tSpAzofIeNFtmU+j/Rw9KLpE7DkrLmJ0QSfwSDxHGaVumkddS9yqQRoWNHw8ud1eGVdPeSURLGDy/Nw9eJKzJyYe3PQfckoUFssFmzevBl33303/H4/Xn311cTPGGNYunQprr32WgDAokWLcOSRRyIQCMDtHtgFW7hwIT7++OMBHUvIeDWSQ82ZGI3h6EXTJ2BhZeGoz8/nilwpARpPFHtqzS50hJM/UEwpcOCqxZVYMK0g6yqKDZWMxwXy8/Px/PPP47bbbgMAnHbaaVi6dClWrVqF559/HsuXL4fD4QBjDEVFRQMO0oSQgclkqNk3gpnP8eHoW9/YgCa/jDyHBKvAQ9YNdMaKkAzHcDTPc7QEqw+5UgKUMYbPdrbj0ZU12N0eTvpZvkPCTxdNxWlzSyGM8Q9iGQVqv9+Pr7/+Gn6/H+eeey4AYP369Tj99NPR2dmJt956C+eeey7uvPNO3HTTTbj33nuHtdGEkO6yMfOZhqOzT66UAP12bwCPrKrBV7WdSbdbRR5nHzYZ588vh8MyNuag+5LRs7zjjjvw6KOPQtd1rF27FvX19SgrK8NVV12FX/ziFygqKkJBQQF+9KMf4X//938TwZwQMnKyNfOZhqOzRy6UAG32R/HXj3dh2ea96NpKDsB35kzEpUdOQ5F7fK30ySjr+7e//S3a29tRVVWFxsZGXHnllejs7MSnn36K+++/H1dccQUaGxuxZMkStLS04K677hrudhNCUmRz5nN8OHrxzCLMneylID3CVN3Ans4I2kJy1gbpkKzhiY9q8JO/fY73U4L0YRV5eOyiw/CbU/Yfd0EayLBHnZeXl/j3N998gzfffBO33XYb9uzZg7/85S9YsWIFKioq4HQ6cfPNNydliBNChkYmRUxoqJmkyvYSoJpu4J8bmvD0ml3oTMk8n1rowNWLqzBvav6YTRTLRL8G+K+55hq0t7ejqKgI//73v/Gb3/wGAHDDDTdgzZo1+OUvfzksjSRkvOtPERMaaiaAGQBbgwrCSnaui2aMYU11Gx7/aCdqUxLFCpwWXLJoKk45oGTMJ4plIiu3uRwM2uaSjDXjbfvGbCh/muuCsoa2LC4Bun1vAI+srMbXdb6k220ij3PnleNHh5eP+MYXmcqZbS6/+OIL3HTTTfjwww+7/cwwDNx5552JZVyEkIHLtiImwy1byp/mKt1gaA3KCMnZ2Yve64/iydU78cGW5qTbOQCnHlCCnx45FRNc428Oui8DqlL+2GOPoaioCIA5fPHOO+8kfsZxHJYsWTI0rSNknOtPEZNcl03lT3NRUNZQ3xHOyiAdlDU8/lENfvLXtd2C9Lyp+XjsJ4fhVyfvR0G6B/3uUbe0tOCFF17Agw8+mLjtnHPOwb///W/Y7XYsWLAAkiQNaSMJGa+yrYjJcBlvIwdDSdMNtIWUrAzQmm7gH+sb8fQnu+FLSRSrLHLiqmMqMW9qwSi1Lnf0O1Bfd911+NGPfoRrrrkGl1xyCTiOg9VqxRdffIElS5bgxz/+MQVqQoZINhYxGQ7ZVv40VwSiKtpDStbNRTPG8PGONjz2UQ3qO5J3Qyx0WXDpoqn4zhxKFMtUv4a+77vvPjQ0NOCRRx6Bw+FI3C4IAm688Ubs2LEDFosFuq4PeUMJGY/iRUw6wmq39a/xIiZVxa6c375xJHfaGgs03UCTL4qWQPYljG1p9OO6l7/B797elBSkbRKPSxZNxTOXzsep46Ds51DKqEe9d+9ePP/883jttdfw3nvvQRRF8DyPuro6GIYBwzBQV1cHxhh+/vOf46mnnhrmZhMyPoxWveyRNl5GDoZCtq6LbvJF8cTqnfhwa/IcNM8Bpx5QikuOnIoCJ/3+BiLjEqLPPfcctm7dmljyFIlEsGDBAjDGEAgEMH/+/MT9FYU+9RIyVMZDEZNsLX+aTTTdQEtQRkTJrhHLYFTD85/txutfNUDVkz88zJ9WgKuOqcS0Cc5Rat3Q4jkO/IBSsAcno0B97733QhAEnHTSSXj33XdRXl4Om82GPXv2ADB31mpsbAQAyLKM8vLy4WsxIePQWC9iMl5GDgYqG3vRqm7gnW/24JlPdsMfTU5kqypy4urFVThsSv4otW5oSQIPr0OC2yqOSoW0fhU8eeKJJ3D33Xdj1apV2G+//RAIBAAABQUFaG1txR133IHnn38eHR0daG0dnaUUVPCEkNyVtI46NnIwntdRZ2N1McYYPtrRisdX7URDZ3Ki2ASXBZcdNQ0nzpo4JuagnVYRHps06sVX+pX1ffnll0OWZZx44ok48MADE7crioK7774bH3zwAd555x0cffTRQ95QQsjYN9ZHDvojG6uLbWn0Y+mKamxMWbdvlwScN78c5xw2GTYpOyuKZUrgObhtEtw2EVIPyY0jbUAlRC+++GK0t7fjnXfegWEYmD17NjZs2ABBEMDzPBwOB8LhcN8nGgbUoyaE5DLdYGgLyghm0broPZ0RPLl6J5Zva0m6neeA784txcWLcj9RzCLy8NhHb3i7NwMqIfrHP/4RM2fOxAsvvIALLrgAW7duTfzMMAzqURNCyACEFQ2tAQWaYYx2UwCY67Sf+7QWb37dPVFsYWUBrjymElMLczdRjOM4OC0CPHYpq0cCBrwpx9tvv43FixfD682u4gPUoyaE5BrDYGgLKQhE1b7vPAIUzcBb3+zBc5/uRiAlUWx6sQtXL67EoRW5mygWH9722ESIWTK83RvaPYsQQkZRVNXREpCh6qPfi2aMYeX2Vjz+UQ0afdGknxW5rLjs6Gk4cVYx+CwbGs6UJJjD2x5b9g1v96ZfQ9+bNm2C1WoWTX/vvfdwzz334MYbb+y2D3V9fT0mT548dK0khJAxhjGG9pDSrQb2aNm0x4elK2qwuTE5UcxhEXDB/Ar88NBJsGbx8HBvrJKAPLsEp3VAs72jrl89alEU4fF4MHnyZPz0pz9FMBjEqlWr8MEHHyTus379eixatAi7d+9GYWHhsDS6N9SjJoRku2zqRTd0RPD46hqs2p68pJbngDMOLMNPFk1Bfo5WhHNZxayff85Evz5ezJo1Cxs2bMDcuXMBAGeccQZef/11OBwOMMYwe/ZszJ49G9/5zndGJUgTQshQMww2ZMvF4lXWOiPda7ePNF9ExbOf7sbbX++BlrIE7MiqQlxxTCUqChw9HJ29eI6D22YG6GxZXjVY/QrUqWP6DocDhmFgy5YtAMwtMI866iisWbNm6FpICCGjZM2OVjy8Yge2NgWgagySyGH/EjeuPXZ6vwuwKJpZAlRWR7cEqKIZePPrBjz3aW23JWD7TXTj6sWVOKg8b3QaNwgiz8NrN9c/j7V19xkH6gsuuAANDQ249NJL0dDQgJdffhmrV69GQ0MDpkyZAgD45z//icMPPxyHHnrosDV4vBnKT/OEpKK/r56t2dGK61/5Gu0hBYnOrwJ8trMd3zZ/jT+ee3DGwdoXVtEeVka1F80Yw/JtLXjio51o8icnihW7rbji6Gk4bv/cSxSziGaAdmXh+uehknGgPvvss/Hxxx/j5JNPxgcffID99tsPhxxyCL744gvU1tbisccew9VXX42zzz57ONs7riSVU9QZJGF8l1MkQysb/r6y9YOCYTDc9e4WtARkcJzZW+MAMACaYaAlIOOud7fgrZ8d1Wt7Fc1Aa1BGdJR70evrO/HIyhpsbQok3e60CLhwQQV+cOhkWMTcGia2WwR47RIcltxMEOuPjH8zP/jBD+D1evGjH/0IXq8XBx98ME477TR4vV50dHRg+fLlmDFjBp599tnhbO+4sWZHK259YwO2NPrhtIoodlvhtIrY0hjArW9swJodo1NLnYwN2fD3tWZHKy7+21pc9ew6/OqVb3DVs+tw8d/WZsXf9oYGH7Y1BcEBkHgePMeB4zjwHAcpFrS3NQWxocHX4zl8YRUNnZFRDdJ17WH87q1NuO7lb5KCtMBz+P7BZXjusgU4b35FTgVpl1VEWZ4dpV77uAjSQD961OXl5WhtbcXMmTNRW1uLBx98EFVVVQCAgw46CB9//DFWrFiBM888E4ceeiiOO+64YWv0WGcYDEtXViMoayjx2BLDOTZeQImHR5NfxtKV1VhYWZgVvQ+SW7Lh7yv+QSEoa8h3WGAReCi6kfigsOSsuaM6avRVXSc0w4AocN2GUzmOgyBw0HQDX9V1dpvPVXWzxz2aAdoXVvHMp7vx9jd7utUKP3rGBFx+1DSU51CiGMdxcFlF5DnGToJYf2T0jBljePPNNzF16lQsW7YMkyZNwrHHHotLL70UbW1tifsde+yxuOOOO7BkyZJha/B4sGmPH9XNQeQ7LGnfJPIcEqqbg9iUUhifkEyM9t9X6gcFq8RD1gyougGvTURQ1rB0ZTWMUdyMgos/dE9NYCn3i/FFVNR3jF4vWtEMvLS2Fj9+8jO88VVDUpDev8SNP/3oYPz39+bkTJAWeA55DgsqChwoclvHZZAGMuxRcxyHww47DIIgYMqUKbDb7TjwwANRXl6OO++8ExaLBYwxcByHN998E6tXr0YgEIDb7R7u9o9J7WEFqs5g6eGP0irw8BkM7WFlhFtGxoLR/vvq+kEhpJjriWVNB2NIzAdv3uPHpj1+zJ08OiWKD67IgyTw0HQDPM/AYd8HGgYG3WCQBB4HV+QBGP1etMEYPtzajCc+2onmgJz0sxKPDVccPQ3H7leUM8lW8QpibuvYy+AeiIyHvhVFgaKYL9zNmzfjpptuwsaNG/Hiiy/i1VdfxaxZs6AoCpxOJ/Lz87F+/XoceeSRw9bwsazAYYEkcFB0Aza++0J9WTcg8RwKcrQIARldo/33Ff+goOgGGjujMBiDwHPgeIAxQNF0KJqO1TtaRi1Qz53kxcyJLmza44eqGRAFHhxntk/TDTAAMye6MHeSF76Iio6QAmOUMrq/ruvEIyursX1vMOl2l1XEhQsqcNYhk3JmDtoqmQliTouQMx8qRkLGgVoURfztb38DAESjUezZswelpaU47bTTsHTpUjz22GOw2WwAgEsvvRQVFRXD0+JxYE6ZB1XFLmxpDKDEwyf9wcYLJswqdWNOGVVey1b9zWYeiezn+GO0hmQUe2yo7wgnzVEDPf99DWX74h8Umv0yDMbMeeBYj5XjEJv/ZXhv015cdUxV0uP0px2DaTPPc7jl1FmJ5Vm6YSR6/BzHwWMTcfZh5Wj0RSBro1NdrLY9jMdW1WBNdVvS7SLP4cyDy/DjhVPgtUvdjjMYw469IfiiCrw2C6ZPdGa8JGswx/ZmqCuIZetqgoEa9KYc27ZtQ1lZWdYMc4+VEqL7km105DkkWAUesm6gM6zCZRVGPdmG9Ky/y55GYplU6mMYzEBI0WEVeRS5bb3+fQ11+wyD4QdL12B9fSdEnoPA7+vtMcagGuawfJ5dxGM/mZfoVfenHUPVZrPgSTW2NQUQVjQougEOgE0UYJN4lBc6ccH8chwygjtJdYYVPP3JbrzzzR6kTuMfM2MCrji6EpPy7WmP/aq2Ay+srUNdWwiqwSDxXMbPYTDHphOvIOa1S0O6g1U2LDscakOye9bq1auxatUq3HrrrUPRpkEZK4EaSPmDi70wcv0PbqzrKZu5o4cPWP29/1C2aa9fhqLrcFrMecB0f1/D1b6lK6rxh/e2plmjzCBwHEq9NoRVHfeecxAWzyzqVzuGus2GwfDC2lo89J9vEVXNc4oCD1Vn8EdVOCwCbjhp5rAHa1nV8fcvG/Di2lqElOS58Nmlbly9uAoHTOp5quCr2g7cv2w7wooOj02CJHAZP4fBHJtqOOefR+L1NBoGtQjtww8/xG233YYvv/wS5513HjRNgyiOj3VtI2HR9AlYWFk4poZwxrL+LnsaiWVSvT1GRYEdjb4oygscuO6EGSh0WZP+voazfUdNn4AnPpIQUQyoXYaV7ZLZwxd4DpJuoMBh6Vc7AAxLm9/b1ATVMFDssSfSyqwihwkuC1qDCl5YW4eDyvOGpaqXwRg+2NKMv67unihW6rXhiqMrsXjmhF7ndA3G8MLaOoQVHRNclsRUQybPYTDHdmW3CPDYhm8Hq2xYdjhcBnTF1q9fjxtuuAHr1q3DDTfcgLfffps24RgmPM+NWkIN6Z/+LHuaO9nb7/sPR5vynRY0+6ModFm7PcZwtm9OmQezy7zYvMePUrsNOmMQeR42yRwCbfLLiXny/i4nG+o2r6/3YXtTAG6rhNS3dw4c3DYJdW0h7NgbwswSV7+uQ1++qu3AIytr8G1zcqKY2ybiooVT8L2DyjJKFNuxN4S6thA8Nikpgz2T5zCYYzmOg9NqJohZxeHdwWokXk+jZUCBuq2tDQcccABefvllCtCExPR32dNILJMazGMMZ/t4nsM1i6tw6xsb4ItqiTyMqLZvnvyaxWYiWX/bMZRtDsoatjcHoOgG3Lb0b5cWgUOAMfiiQ7ecbXdbCI+uqsGnNe1Jt0sCh+8fPAk/XlgBt617olhPfFEFqsHgEdL3JHt7DgM5VuA5eGwSPHYJwgj1Xkd72eFwGlCgPu6446jyGCEp+rvsaSSWSQ3mMYa7fYumT8CSs+Ym8jB8sTyMWaXupHny/rZjKNqsGwxtQRlBWYPHKkHizTlZq9g96Cg6g8Rx8NoGv5ytPaTg6U924Z/rG7slih23XxEuO2oayvLSJ4r1xmuzDPg59OdYi7hv/nmkl1eN9rLD4ZRxoL755pshSVKfF5/jOMyaNQvnnXfeoBtHSC7p77K6kViGN5jHGIn2ZZKH0d92DLbNIVlDa1BOVPWaPtGJ8kInalqCSXO0gFn8JBBVUVnkwvSJzgFfh6iq47Uv6vHi2jpEUoqmzCnz4JrFVZg9iOs8mOeQybEzJrpw9IwJcPYw6jASxvKy1oxz4ltbW9HR0YFAINDrV1tbG6644grak5qMO/HhXJdVQJNfRkTVYRgMEVVHk19OGs4dyP1Hok1DdWx/2zh3sheLZxZh7mRvt/P1px2DabNuMDQHotjrjyaV3uQ5DhfML4fDIqA1qCCqGTAYQ1Qz0BpU4LAIuGB++YASyXSD4b1NTfjJX9firx/vSgrSk/Ls+P0Zs/HgeQcPKkgP9jn0dmxbUIXHJuK6E2aOapAGRu7vdTQMyfKsVPPnz8fVV1+NSy+9dKhP3aextDyL5Kb+LqsbiWV4g3mMbFkm2J929LfNYUVDa0CBZvRcvCRpHTEzh3sHs474y91motiOluREMY9NxE+OmIIzDiob8trWg3kOiWPbQ9AZYOE5TJ/ozrrlotny9zqUBhSoa2tr0djYiAULFqT9+a5duzB16tTBtm1AKFCTbJDNlckG8hjZUulpqCuTGQZDW0hBIKpm9vhDUJlrZ2sIj62qwWc7uyeK/eCQSbhwwRS4hrF3OtDnYJUEuK0idrWG0BFRs3q5aLb8vQ6VAQXqxx9/HNdccw1mzJiBiy++GBdffDFKS0uHo339RoGaEJKJSGxDkN560UOpPaTgbx/vwrsbuyeKnbB/MS47ahpKvLZBP85Ql/kc6vKepP8GPPTd1taG119/Hc888ww+++wznHHGGViyZAn222+/oW5jv1CgJiS9sdbLGCjGGNpDCnyRzHrRgxVRdby2rh4vfl6LqJr8oeDAyV5cvbgS+5cMzXvVUJX5jJf39NjH5/7P2WZI5qi/+eYb/Pd//zfuuusuCtSEZKGxWP94IGTN7EUrI7CRhm4wvL+pCX9dswttweS1u5Pz7bjy6EocOb1wyJYxDUWZT9peMjsNSzLZaKJATUiysVr/uL86wwo6wiqG+i0v3VDzF7s78OjKGtS0hpLu67VLuPiIKTj9wNIh3YjCYAy/+fuGHpdQtQYVVBa5cM8P56YdBrfFt5ccpvKeZHDot0LIGDaW6x9nStEMtARlyCnrk4dC6lAzxxg0BvijWtL9JIHDDw+djAsWVMA1DMFwIGU+R7K8JxkcCtSEjGFjuf5xJoarFw0kDzU7LAKiUa1bgAaAE2cV49KjpqHEM/hEsZ70p8ynwJuB22MTh7RXT4YPBWpCxrCxXP+4N8PZiwb27SgVkjXwHIc9nVGkfhRwWUXc88O5mFU6/FNwGZX55DlMKXCiosAx4uU9yeDQxylCxrCu9Y/TyeX6x+mYpSIVNHRGhi1IA8D2xiC2N/kRiGpoD6tJQVoSzO0f7SIHgRuZt9h4mU9/VAVL+cjAcWZZ1P1KPJg/rYCCdA6iQE3IGBavf5xu+Dde/7iq2JWT9Y9TyZqOhs4I2kPKsAx1A+Y1+2xnG+745yYEZB16l4cROA7FLiumFjiQZ5egAUO6o1Zv0pX55ADojKEtpMJtE3O2fCahoW9CxrSu20k2+eXEdpKy3n07yVw2nHPRcdXNQTyyqgZf7O5Iup0DkO+QkO+wJLZ0lDVjyHbUytQhFfn41Xf2w8vr6rC7NYSIqqfdjYzkHlqeRcg4MBbrHwNAVNHxcXUrWoPykFThSqclIOOvH+/E+5v2dpuHtggcyvJssAj7sqYzWQ411Kzx5VUWAYyBCtuMMdSjJmQcyGQ7yVyzbFMTHl1Vg9pBVuHqSVjR8NLndXh1XT3klAIph1Tk4diZRXhlXR18EQ1uGweLwEHRzW0fB7OjVn+kK+/JcRiTGfzjGfWoCSE5RdMNvLuxEXe/u3VQVbh6ohsM/9rQiKfW7EJHOLnM6JRCB646phILYklZQ72jViaovOf4Qz1qQkjOCERVtARkPLVmN8KKnlSFyyqa2datQQUvrK3DQeV5/erRmoli7Xh0ZQ12t4eTfpbvkHDJkVNx6gGliXlowJwXPqg8b0g3weiJyPPw2iW4bVTec7yhQE0IyXqabqA1qCCsaNjeFOx3Fa6+bN8bwCMra/B1XWfS7VaRxzmHT8Z588rhsKR/u+Q5LuPHGQiLaAZol1WkpVXjFAVqQkhWC8oa2oIy9NjekP2pwtWXZn8UT368C8s27026nQNwygEl+OmiqShyWwf9HAbCYRHhtUuwW6i853hHgZoQkpV0g6EtKCMoJ5flzKgKVx9Lo0KyhhfX1uK1Lxu67aR12JR8XH1MJaqKh6+X3BOO4+CymgHaItL8MzFRoCZknMmFfalTe9Fdxatw9bRTVCCqorLIhekTnd2O1XQD/9zQiKfX7EZnyn7U0yY4cfXiSsybWjD0T6gPVH+b9IYCNSHjSLbvS91TL7qreBWu+5dtR2tQgdsm9bk0ijGGNdVteGxVDeo6IknnK3BacOmRU3HynJKkRLGRQPs/k0zQ8iwyJuRCL7Gr0Wjv6m9bcNNr6xGSNTN72CpCNVjW7EvdWy86nUyXRm1rCuCRldX4pt6XdLxN5HHuvHL86PDyEZ8HtkoC8mj/Z5IhCtQk52V7LzHVaLR39bct+PmLX8EfUcFzHDjOzGguctvgtAho8suYVerG05fMH/EPOLrB0BqUEeqlF90Tg7Eel0Y1+aP46+qd+GBLc9IxPGcmil2yaCoKXSObKOaMzT93LVBCSF8oUJOctmZHK259YwOCsoZ8hwUWgYeiG1nTS0w1Gu1ds6MVN776Dfb6oxB4DgLHgQHQDAaB4zAp3w6B5xCWNTx60eEjWtUqEFXRHlIy7kVnIihreOGzWvz9y3qoevJ550/Nx5XHVKKyaOQSxbhYgRIvFSghA0TjLiRnGQbD0pXVCMoaSjy2xBpTGy+gxMOjyS9j6cpqLKwszIph8NFob/wxQ7IGDmbSEhdLv5J4QDUYWgJRVOQ7RnRf6q7roofynO+sb8Qzn+yGLyVRrLLIiauOGdlEMZHn4bGLcNukEZ/7JmMLBWqSszbt8aO6OYh8h6VbIQiO45DnkFDdHMSmPf6sqH08Gu2NP6bXLiGi6mDMrAUdf0yRN3d68svaiO1L7Y+qaA8qMBjrdeg6U4wxfLyjDY99VIP6lESxQpcFlx45Dd+ZPXHEgqUk8PA6zBwAKlBChgIFapKz2sMKVJ3B0sNwolXgh7WX2N+EsNFob/wx8xwSOsICoqoOTkBiSRMHgDHAH9FwULl3WPelTu1FJyWDDXBTjS2NfjyyshobGvxJt9skHufPr8DZh02GfYTmg22SgDyH1GMFM0IGiv6iSM4qcFggCRwU3YCN7/5mLOvGsPUSB5IQNhrtjT+mqjMUua1o6IhA0xkE3uxZ67FerXOY96Xu2osGzCB9/7LtiU01PLE21rQEcf+y7X1uqtHki+Lxj2qwfFtL0u08B3x3bikuXjQVBc6R2QuaEsTIcKNATXLWnDIPqopd2NIYQImHTxpmZIyhM6xiVql7yHuJPSWEbWkM4NY3NvSYEDYa7U1+TCsm5dvREpAhazoMnYEB8Ngl/OHsA4cl6S7dXLTBGF5YWzegTTUCURXPf1aLN75q6JYotrCyAFccXYlpE7oXOhlqHMfBaRWQZ7dQBTEy7OgvjOQsnudwzeIquKzm8qKIqsMwGCKqjia/DNcw9BJTE8JskgCe52CTBJR4rAjKOpaurIaRJot5NNqb+pgCz6GiwI4Sjw0uq4gSjw1/Pv8QHDWjaMgeMy4QVdHQGemWMLZjbyjjTTXiVN3A61/W46In1+KVdcnZ3NOLXLj37AOx5Ky5wx6keY6D1y6hPN+OYreNgjQZEdSjJjlt0fQJWHLW3MQwtC821zmr1N3nuuSBFB3pb0JY6mMsrCwccHsHqqdrdGB53rA8Zl/rovuzqQZjDB9924rHP9qJhs7kRLEilxWXHjUVJ82eOCzbSnYl8Jw5RG+nDG4y8ihQk5y3aPoELKws7FfQHWjRkb4SwiwChzZVx8rtzfimvhP/3tiImpZQt8d4+pL5I1qZbCDXaCAyqS6W6aYabUEF/++lr7FpT3KimFkitAI/PHQSrMM8LyzyZga3x0YZ3GT0UMETMu4MpujIhnofrnp2HZxWsVvyUFDW0OSLQtF02C0iIqoOngOK3Vbk2S1ZXYhlsDKp0R1nMIbf/H1Dj5tq7I0N0XeEk9dC8xxw+oFluHjRFOQP8zIy2gOaZBOaYCHjymDmmIF9yVkdYRVdP+MGZQ317WFEVR0WkYdhGEAso7oloCCs6hk/Rq4JyRrqO8IZBWlg36YaDouA1qCCqGbAYAwhRUdtewT+qNYtSB9RWYgnLz4c1504Y1iDtE0SUOK1YXK+A26bREGaZIWsH/o+5ZRTcN555+GnP/3paDcl52XzxhVD1bb4edqCMjrCKvKcEiY4rYnz9TTHzBhDVDUgCRy2NPrxTX0nRJ7v1p54ctatb2xAk19GnsPcuanJF4VmMIi8uVynI6yY9wegMbP6l9PiHFBhk+H6vfX3vJpmVv5q6AxjUp4Dpx1QAl9UzThAd3VIRT5uOGkmXlhbh9rWIFpUHVHFQOpHl+nFLlyzuDLjddUDEc/g9thGd4lVNr8+yejK6kD9/PPP47333sN555032k3Jedm8ccVQtS1+ns17/PBHVRgGA89z8NhEzC7z4prFVVAN1m2OOShraAlEIWsGGDOHcX/8xGdmb5vjurUnNTmrTdWhaDosAg+OBzrCKnQD0MHAc4DAcZA1A1HVgN0i9KuwyXD93vp73sdXVeMvK6oRiKgwAHAM+N3bIi6cX4Fz55UPqA0Hl+ehI6zikZXViChG0s+K3VZcdtQ0nDCreNgSxUSeh9smZkWCWDa/Psnoy9o56vb2dsyePRt5eXm4+eabM+5R0xx1d9m8ccVQtS1+no6wgpCsgzEzSBuMgec42CURBU4Jlx9diYeX70jMMQdlDQ0dEeiMQeQ56IYBzUCiLvakfDssAp+2PfEe0MrtzVi6ohqKbsBg5lxq1+VDHMziIhUF5nBqRNUz2gBjuH5v/T3v46uqcc+/t0E3zEIpPAcYDNAMQOCAK46u7Hew3tjgwyMrq7G5MZB0+0gkikkCjzxH9sw/Z/Prk2SHrJ2jvvHGG3HWWWdh4cKFo92UnDbYOdlcaFvX82ixACmJPESeh8TzMBigGwYCUQ3/3tiEyiInOsIqDMNASyAKnZnLlQAGLdaxs8SykduCCqwSn7Y9PM9h7mQvjp5RBFVnMGLLngSeQ9cOGoNZplPguFhhEwXFHhtaQzI21PvSPr/h+r3197yaZuAvK6qhGwySAAg8D47jIfA8JAHQGfD82lroembtaOiI4Pdvb8L/e+nrpCDNc8CZB5Xhucvm44IFFcMSpO0Wc/65vCB75p+z+fVJskdWBurly5fjP//5D+65554+7yvLMvx+f9IX2ac/635ztW3x89glAYpuJHaIip9H5M2ynXaLgJqWIE45oBQuq4CGziiiqgGBN4NpPMiLAgee4yHwHGTNnDvtqz2J5nNm0Q5R4JEaBmRNR10s6aquPYRfv7oeVz27Dhf/bS3W7GgdlmvT07XK9LzvrG+EP6zGSo4mv13wHA+RB0JRDR9uS97zOZUvouLPy3fgkqc+x6pvk5/rkdML8defzsMvT5yBvGFIFHNZRZTl2VHqtWddHe5sfn2S7JF1gToajeKqq67C0qVLMxq6vuuuu+D1ehNf5eUDmy8bqzLZCEIdwe0NuxqqtsXPw3FI2h0qLr7xhMBxUA2G8gIHlpw1F5Pz7TAYg66b2dmSyEPgOIhcPMibx2mG0Wt7OiNqYj5bi52L58yA37UpvogGWTNgEXgUOK0odlvhtIqJ0qNdg/Vw/d76e95dbUFzTrqHzifHmR9y9vqjaX+uaAZe/rwOP37yM7z+ZQO0Lj3D/Urc+OOPDsL/nHkAKgoc/XoefeE4Dh67hPICB4pjPdVslM2vT5I9suvjJYD/+Z//wbx58/Dd7343o/vfcsstuOGGGxLf+/1+CtZdjObGFSPVtvh54kE6NVgz7NuAIn6+uZO9uPOsubj86XWQBA4OiwgGhtr2sHl/7DuPyPO9tqfAYYHTIsBlFeGLqJA1Hcwwj3VaRdgtPHQDmOCyoC0oo9Rr73Mv6uH6vWV63jy7hJaADIdFBB+7Ft2GCOLXCMBEjy3pdoMxLN/agidW12CvX0762USPFZcfNQ3H7T/0iWK5VkEsm1+fJHtkXaB+4YUX0NLSgry8PABAOBzGK6+8grVr1+Lhhx/udn+r1Qqr1TrCrcwdo7VxxUi2bd95/LAIPGTNSGzlyBiDZjDYRB4RRcfsMk/ifHMnebF/qRtbGgMokMxgbBV5RFQDIs+gG+a6WpuF77U9XZ/HlEI7ZJVBMwyIPA+rxGGvX0FFgR17fREUOK0ZlR4drt9bJuedOdGFPLuEQFTF8fsV48/LdyAQ1cBxBvguw98GMxPv3DYRx+9XnLh9fX0nlq6swbam5EQxp1XAhQum4AeHTBryGtmSwMNjN/eAzqUlTdn8+iTZI+uGvj/66CNs3LgRX3/9Nb7++mt873vfwx133IE77rhjtJuWk0ZjI4iRbtu+84gQY/WjVc2AZhhQDcNcIhVbitP1fKmPH9UMFDqt4DlA0cwh2kKXBVHV6LU9Xc+z168AHOC0iAAH7PUrcFkFnDynBJqBjIc4h+v31tt5G31R2CUePzx0EvTYYhBB4HDh/AoIHKDqZlKewQzohgFVN7O+L5xfAUHgUNcexm1vbcR1L3+TFKQFnsMPDpmE5y5dgPPmlQ9pkLaIPIo9ZoKY1y7lVJAGsvv1SbJH1i7PivvpT3+KY489lpZnDVLSOs1YdnK2rNMcqrZlso463flSH98wDOixOW2e5zJuT2/Pw22Teiw9CqDHJVvD9XtLPa/IAZMLHDhvXnna4iKvfF6H59fWIhTVElMDTpu5jvo7cybimU924531jd1qfB8zYwIuP3oaJucP7Ry03WJuMWm3ZOfcc39l8+uTjL6sD9T9RYG6Z9lc+WikKpP1RFF0PLKqBrvbQ5hS4MSVR03Dt62hfrenp+dhGAwX/21tYl/o1CHOJr+MWaVuPH3J/G6PM5yVyTY2+LC7PQyJ5zF9orPXOWNdZ/hwWzP2+qOY6LHhyKpCvPXNHrzwWS1Cip5031mlblx9TFVGldcyxXEcnBYBXocEqzg2AnRX2fz6JKOLAjUZ91KrbvEA3HYJPzu2ClccUzVkj7OvsIWOPIcEq8BD1g10DnNhi54CgKzpaPbLUHWj75N0PR9j+HBrM574aCeaA8mJYqVeG644ehoWzywasnXKPMfBZRPhtUuQepg6IGQso0BNxoSB9ka6Vt0y10/Hqm7pDALP4Ten7DfkwXokhzh7Kk150cIpmDHRjf6+/L+u68QjK6uxfW8w6XaXVcRFCytw5sFDlyiWaxnchAwXCtQk5w20TrKmGTh8yQfwhVVYRK5bRrOiMXgdEtbdeiLEIUyAGqkhznSlKWVNR1tIhcPC44aTZma82UVtWxiPfVSDNdVtSbeLPIczDy7DRQunwGOXhqTdtMUkIcmybnkWIf3RU53keBGR3oaT31nfiEBETVQi64rneIiCgUBExTvrG3HWoZOGrM3x0qPDKbU0Jcdx0GPJdRNcElqDCl5YW4eDyvN6nZfuCCt4Zs1uvLN+D1KrWC6eWYTLj56GSXn2IWmzw2IOb2dTghjNG5NsQIGa5Kx0wQjouYhIqobOMAwAYg/vuzwH6LH75ZqupSkBQNWNRL1oDhzcNgl1bSHs2BvCzBJXt+NlVcffv2zAC2trEU5JFJtd6sHViytxwKTBf9iIbzHptWdfghjtaEWyBQVqkrP6Uyc5XQ92Up4DPJDY8SqVEau6NSlvaJcWjYR4aUqBM6tepW70bBE4BBiDL5pcmtJgDB9s3osnV+9CSzA5Uawsz4Yrjq7EMTMmDHpImuPMZXNeuwQxCxPEBjNSQ8hQo0BNclYmdZJ72/f5jANL8d//2ARfWAWfruqWbs5Rn3Fg6bC0f6ikDs/OKnGjJZbN3RlR4LaJ4FLqfyo6g8Rx8Nr2lab8srYDj6yswY7m5EQxj03ERUdMwfcOKht01jUfq8HtzeIEscGO1BAy1ChQk5w12DrJosjjZ8dW4Z5/b4OiMYiC0S3r+2fHVg1pItlQSx2eNRiDahjgGENI0eGLmDtXFbqscMQKrTAwBKIqKotcmD7RiV1tITy2qgaf1rQnnVsSOJx1yCRcuKACbtvgEsVE3kwQc9uyv8TnYEdqCBlqFKhJzhqKOsnxpVfxddQ6zOFur2Po11EPtdThWVnT0dARgc4AkQc8dgn+iIqIaqCxM4KJXhtEnkcgqsJhEXDGgSX40wff4p8bGrslih23n5koVuodXKKYJPDwOswa3LmSwR0fqZEEDhFFT9Rtt1l4cOD6HKkhZKhRoCY5K14n+dY3NqDJL6ctIpJJneQrjqnCJYum4Z31jWjoDGNSngNnHFia1T3prsOzE91W6ABaO8zAIQmAbgBRRcdEjw3tIQVR1UCzP4oChwVTC52Y6LHinn9vR0RNThSbO8mDqxdXYVbp4JY2WiUBeXYJTmvuvcUUOCwwGMPO1jA0w0jsomYVBRS5rRBiZWVpRysyUnLvVURIF4umT8CSs+Ymhn99sSIis0rduOqYSrhtElZub0GeXYLBGL6p94FjwMEVeZg7yZso77mlKYAClwXTi129LsHpz3Idw2DY0ODD17WdYBxwSHke5pR6sKUp0OPxmZ4/PjzrtUvQDCCi6FB0HTzPmcuteAZFNyBwPCbn2+GPaojIGuZNK8CnNe34qq4z6XyT8uy44phpOHr64BLFHBYReQ4pa/d/zoQvoiCkaJBVA5LAQYhtoRpVddS3h+GwCjhwch7taDVItPQtcxSoyYgYzhfloukTsLCyMOn8voiCR1fVoLo5iJCsI6Ro5oYRnDm0LQk8Zk504XsHlWHVt60ZLcHpz3KdNTtacde7W7B9bzBRolPgOFgkHjZRAM9x3Y5fs6MVD6/Yga1NAagagyRy2L/EjWuPnd7t/G0hGbJmwGERwBiDzsyeH8+bw/5g5jadEVWDVZIgcBxCqo5/bmhKOo/HJuInR0zFGQeVDjhRLL7EKs9uGfLtK0eaYTA8uqoGFoGHYTDoDOBi2f88D6gag6wZuOqYSgoqg0BL3/qHKpORYTfSL8quc7dWkcdefxRal3LWIg8wtm9ZlssmothtSyzB6UhTe7un5To93ff6V75GS0AGB7MUpsEALTYRzHNAeYEDFoFPHH/hggo8sXon2kMKur4iOQ4ocFrwx3MPTpxf1nSs3t6KW15fD7tFhFXkEVUN7PGFAQbobN9qLB4AYglyXUkChx8eOhkXzK+Ayzawz+vZvsRqIDbU+xK7nGkGQ0sgClnbN/wt8jwcFh5PXbKAEskGqD+vJWIaG68ukrXiL8otjX44rSKK3VY4rWJiPeqaHa1D+nipc7edYSUpSANm0BIFDgxmUNN0BqvEg+c52CQBJR4rgrKOpSurYRis23IdmyT0et+HV1SjPaSYPXfRPK/RJfoaDGgNyLBKfOx4DX/6z7do9sswmJltLvJcLMAztARk3PXuFui6gY6Qgj2dUUyZ4EB5oRP+qAoGBqtkbsmpseQl0wa6B+kT9i/G05fMx5XHVA4oSPMchzyHBRUFDhS6rGMmSAPJS/5cVhFTC52YUuDE5Hw7phQ4Ma3QAZ7nKZFsgPrzWiL70NA3GTajsR6169IaOTZMGcdxANi+3nScrBmIKkaidGXqEhwAGS/XAYBtTQEwxiAKZpawwZjZI8O+ICpreuIxbZKA1qACHoDE78te52Lfq7qBrY0BfLi1GVXFZhUxnuNwwfxy3L9sO1qDClwZJG3ZJR73nnNQRoliBmPYsTcEX1SB12bB9IlOM4PbLsFjk8bssG/qkj+O42J/F+bfRkTVKZFsEGjp28BQoCb90p+55tF4UbaHFSiaAZvEEJI1GKk7OHJmoO46vMwYoBkG4m/GQPdiKf0prKLo+4ZK4+dn5kMnGF0eU4vNYfM80l4nnjd7/d80+BKBGgAOqcjHDSfNxAtr61DdHICipe+FcAA8dhEWnoPA9d37/aq2Ay+srUNdW8jc4UvgUFXkws+Pm44pM4r6PD6XDcWSP9KzwRYpGq8oUJOM9XeueTRelHXtYfijGjojKhhj6LbTcqxn2zUexuceu0otltKfwioWgQcX+0DAcbGvlGP4Lo+p9zDMxxgze+CxH3Np7nZIRT4U3cC9723v9jOeA7w2CYUuCQCHtrDSrWRoqq9qO3D/su0IKzq8dgk2UYDOGL5tDuG/3tw45ucPh2rJH0lvsEWKxquxM7lEhtVA5pq7vijTGeoX5ZodrXj8oxowMDDGkPr5INGz5ZJre1tFs5jFvvuZPaeq2FKteC+rI6x227853X1nTnQB4KBoBgzGEsG665FWUYDNwoMxBlVn4AAYBhJtjwdpBjN7WxQ4zErpxVW3BPHr19bjltc3oi20LwBzAPIdEqYVOlHktoLn+LQlQ1MZjOHFtXWIKDpKvTa4bRIkkR9384fxJX+zSt0IyxqagzLCsoZZpe4x/0FluPXntUT2oR416dNA55pHchgx3saQrGFSnh17OqMwGIPEA2pKYOE5cyiZi/1bFDhEVaPXnlOmvaw1O1rhj6rmvDSQmCMXuOTHn+C2Iqqax+c5JOQ7JexuC0NRDYgClxii13XzPNMKHbEPAEBrUMZfV+/Ee5v2pu61AYvAoSzPBouwr7eSWjI0HZ7jsKczioaOMApdVggpIwzjbf4w3ZI/Wuc7eDRiMTAUqEmfBjrXPJIvyq5ttEkCJuVzaAnIkDU9Ub8bMHubBku/jrprsZTU4fzeCqt0XQcdX3ZS6rWhLaRAVo1EdrnAAzZJgE0UEFZ0SLyRON5gDNe9/DU6wwp0gyWGzXkeyLNLuGpxFWTVwMuf1+Glz2uh6Mkh2mUVcfLsifh0Zxt8EQ1uGweLwEHRWaJk6AXzy7vtPd21Bvfu9jA0AzR/GDMS+4aPR5m8lkgyCtSkT4OZax6pF2VqG11WEU6rgKhiQDMMcADaQwrOOLgMM4rcOGiyFxzPoTOiYv60QgBAZ0TttefUWy8r3ahDvsOCiKojLGsIRDVUFbvw6pVHYFtzMOl4WTPQEpBxy6n744XP6lDTui8HoHKCCz+aNxkNnVH87z+3oCOsJrVJEjjk2SWouoFPd7bhjAPL8PnuDtS1hRBg5nB3ZZELF8wvxyEV+YnjLKIZoF1danDT/CEZKTRi0T8UqEmfBvsGPhIvynRt5LBvaU1E1eG0ivjR4RUIRFXc98H2pKS4yiInTjnA3M5y0x5/j+3rqZeVbtSB4zg4LCIcFhFOm46WgIxtzcHE8YbB0BZSEIiawfeQinwcVJ6HHXtD6Awr6IwoaPLLeOCDb7HHF016PIEDCl1WeG1moGVgaA0q+Hx3B+4+ay6qW5KXVsV70g6LWaAkvhStK8p4JiOJRiwyR4Ga9Gko3sD786IcSLnROWUeVBY5sbHBD69dgiTwsElmW7u20RdR8Ns3NyZVReqMKPhsZzs+qWk3e+IWod+V0/o76hBWNLQGlNgSrX14jkNIUfH0p7uwI/ZBIpXHJqLIZU3az5kDB7dNQl1bCNUtIcwscSWd02UT4bFJvZb4pPlDQrITBWrSp5F8Ax9oudFPa9rgi6gIyBp8URUCx8EqmlssKhqDyyrgqmMq8eiqmqTh6aCsoSWgmJXDGKDpBhxWSyKbPdMs3zy7BAaGjrACh0VMfEiIi486eG0SmgNRBKNa2vMs37oX972/HWG1e6a8VTTXQRe7rd3mmgEzkSzAWGIJlsjz8NhFuG1SUlDvDc0fEpJ9KFCTjIzEG3hPNYD7Cppdjyvx2NAZViBrOsKKjqhmYHapG7ecOgtum5Q0PM2YWctZZwwSz4PBLFYCxqHEY+2zclq85796Ryve29SIQFSDohsQefNDQpHbBpdVTPToZxQ74bWLaYN0WNHwwtpavLi2DimrVmCXBExwSeiMaIgqeqygS/eh6/gSrEKnFRPc1gHvAZ1r84e0CxMZ6yhQk4wN5xt4f5eAxd+cW0My/vTBt8lJXE4JUcWAquvwRTV47RYsrCzERztak4ano6oBWTMDKxerL8oMs2IYxwm9LkeK9/w37/GhPWTOMYu8WZRE1xkiho6GjjAmuK2QVQN2icfZh03utpxKNxj+uaERT6/Z1S1RzCLwmOCywGkxS1lyHIdGVUdHWEWJ1yxPGmcuwTLX+h6/f/Ggfye5Mn9IuzCR8YACNemX4XoD788SsEBUTbw5hxUdgagKiyggpOhmFnMsicwOAZIooKbFPC414Uwzupf67FqlrKds9ngPPhBVEYzqieAbH63mY8VNVJ2hxS/jwMleXLCgIinrmjGGT2va8eiqGtS2h5POL3AcCl2WRKJYnEXgYRUFWEQOrUEFbpsEi8BBM8wg7bWL+Plx04e0N5nNvdWBjsAQkmsoUJOskGky1uodrXj589rEm7Mk8AjIGhRNR0NHBJPy7UkbVHQNtkdPn5CUFCfyfJeKYQy6wcx1zrEqZemy2bv2/C2CAFlP7gUD5jptgTPra3Mch8uOrsT+Je7Ez7fvDeCRlTX4uq4z6ThJ4CDxHApdVth7GNp2SDwuWDgFq79tRV17GGHFvGazyzxD3os098euxramABTdgEXgsV+JG9ceO/q91f6MwADI2g8bhGSCAjXJCpksARM54L1NTUlvziy2pzQXGw5vCchwWoXEsHDXYJuaFOexCRB5zqweFtv6sshtBQeux2z2eM8/zy6hvjOSuL1rrzz+fzk2lxxffrXXH8VfP96FZZv3Jj03DsDJc0rw00VT8If3t6OmJWgmo3Ub2lZRVeTChfMrcO3iKmzbGxy24BPfU9vcH3tfAZbPdir4tjmQtD/2UBmODV9eWFuL9zY10dA4yWkUqMmo6frGnGeXUFnkxNamYI9LwCbn29Hsjya9OdskHlaRR0Q1IHDJ20cazEBrUMakPDsMZu4VHU+Ku+vdLdjWFISqG4mha44z611HVL3HbPZ4z9+I7WMN7Ntwo2sSGMchkfRl4QU8/lENXvuivttyq8On5OOqxZWoKjKXU3XdujI+tG1WF9Pgsoq47sQZKPLYAGDY5pANg+Gud7egJSCDA8ztOmMlTTXdSOyP/dbPjhqyDwfDseFLi6LjoQ+/hW4wGhonOY0CNRkV6d6YC10WCDx6XAJ28pyJ+OvqXUlvzhzHochtQ0NHBDoze8aKriMS0tEciMJgQH17BNc890XijR8A/FENDosAh8UCxoDOiAJZM1DfHkaew9LjUHK85x9VdfPxgaQdruJ4zpyzFnkOv//HJvgiyUPk0yY4cfXiSsybWpB0e9etK+vaQggyc9nVnDI3rj12+ogElg0NPmzfGzT3wxb39ew5zvxe1Qxs3xvEhgYfDirPG/TjDWSuua8RmKimI6Lo4ABMzrePyF7ohAwXCtRkxPX0xtzokyHwQKnXitaAjFbNAA+gotCJX31nJrx2C579ZHe3N2eXVcSkfDuafFEomo72kIqIatb4LvFYkWe3JN74b3l9PTx2CSFZS3oDL3RZEFF0tAQVlBc48LeL50FMUxwkXvxlQ70PAAPPA+k2B4vtxYGWYHIiWqHTgkuOnIqT55T0uLb5kIp8LJhWiD2dUUQ0fcTnVb+u7YQaW2bGpWzQyYGDwHNQdQNf13YOOlAP14YvbUEFHAdMcI/cXuiEDBcK1GREdX1jnui2QtYYQooGkecx0W3B3oACxoBijw31HRHohoH6jjDu+tcWHD2zCHkOCbXt4VjCGAchtvuVyPOwSzz2m+iGquto6IxgUp4ZiKOqWe/baxPREohijy+KCS6LuWOWxEFWGTTDgGYwWEQONa0hvPF1A2ZOdCfV/wbMudEjKguwqaEzEaBFDtBSetTdd7XisWBaAU6cPRET3TZwPcRcp1U0RxNEAWV59sTUQG9lTYcaiz9ETw/Fpdwvpqc55t7mnodrwxeraK6Ltwrde9tAdm4wMpDrN9BzktxCgZqMqPgbs1Xksbs9DFnbt0TKKvKwiQK2NAXgtgpwWkV0hnX4owpagwo2NQYS5wnKetJ5OQBWicchU/Lw3sYmFLltCKsGWgLRxGMwsNiez0CzXwE4BYhtR5m6xfJNr62HJJi1up0WAYUuM/O7oSMCf1SFbuwLxvEgnRgGTyHyHHTDwMc7WvFJTStcVhFVxe6kjTK6BmhgdNcHH1KeB5HnoesGeIF1663qOoPI8zikS2+6p/YeM2NCYneydM9juDZ8OXlOCR5eviNnNhgZ6PUbyDkpkS73cCx19+4c5/f74fV64fP54PHQ5gHZZuX2Fvy/F75CRNWgM8SGV80ApxlGIpBOdFvREVbN2zL8C3VaeLhsZrGTPIeERp9ZdUyM9Uq67kvdU1BNJXBAnsOCjrCSSBbjYG4/abDuAb4nHMxtLo1YlrpVFJHnEHHrqbNw4pyJiQAN9Dw10BGbqx/uJCjDYDjzL6uxaY8/sa686++IMXPoOZ5M1lN7mwNRhGQdDouAiR5b2ufhtkm46tl1cFrFtNXW4ruPPXrR4T0OUafrNQLAxX9bGxsat3b7sNHklzGr1I2nL5k/6j3Mnq7fXr+MsKLBaRVQ7E5//Xr6OxjtvyEytHqu0E/IMMizS4ioOvRY74ePVdziOQ4CxyWCpy8S27CiHx8jGQOiqo6IqqHZHy8Nan4Q0FM+j2Z6Wp0BHSEFMEuBgwEQBHOji57e3i0iD6vAQ0i5A89x5ocGBhjMQETR8dK6Okj8vpdh6pytTRLA8xxskoASjxVBWcfSldUwunxCMAyGDfU+rNzegg31vqSfDQTPc7jl1FkoitUU1w0GzTDXmfOcuYTtllNnpd3eM95eq8RD081jdIPBKvJpn8esEjeqil3oCKtI7TPEs/2ril0ZbfiyeGYR5k72gue5xNC4yyqgyS8jouowDDOjv8kvZ80GIz1eP5GHbhjmtdcZrFL665fudz2QvyGS3ShQkxHH9TEHysGs6iXwXH/iNBTdgNsmggGIagYEHrEtIFOWTvWzvUbXNsPsFas6Q5qNrVDgsGCiywqdGUnHxIN8PFhrBoPDKibmX+P6M2cLmD2ni/+2Flc9uw6/euUbXPXsOlz8t7VYs6O1n88y2aLpE/DHcw/GgmkFyHNIiaH5BdMKktZQ99TeqGKYdc9jmdnRLpuMdH0eW5oCwxZQ40Pjs0rdCMsamoMywrJZZjVbepQ9Xj815fop6a9f17+dvs6ZybEkO9EcNRlRnREVNklAONZTMIOpGUgTgY/bt+SpP4HarAjGwyLw0HUdus7ACQxGbB46dmoIsUCZ6fB3qnRZ3vFz2y08DLBEIZYkzCzMwgPQDAaB4yAbBlpDMjbU+9AeVrCzNQRFM5Dv6HvOdrhLaGZS272nOeb4ELkQy4o3t/PcN7Td9Xksnlk0bBu+ZPsGI0Nx/TI9ZybHkuxEgZqMqAKHucmEyyrCF1EhazqYYQZruyRA1XUoOjODHJf5XDJgBkadMTgsIkTeLBRiznvvK0wiiXxiiDUesDPR0934Lg3kOPODQvzfXQ8x57XN4MBiP9cZg2EY+NMH36LZH00UQ/FHNVglBQVOa7fHiydB5dkl3Pv+tn4va+qvvmq797SeOV6e1Uipn576POLJXMMZULN5g5Ghun6ZnDOTY0l2oqFvMqLi619lzcCUQjumFDgxOd/8/5RCO2ySAGusJ6CnG1vuhUXgEVF07FfixtzJXjitAiryHZicb4ddEsDzABfr7caH1TMNA6kt4TlAir16LCKXGObWDB0MDBaRN7PZY/fn4h86mDnfaxF4+CMqQoqO+o4wnFYRxW4rvA4RDAyNvmii9GiiDV3mbAFkxfBm/PeZOsdss5gjG1qsZ2eT9r3V9DT3nG6ueazr8fpJKdfP0vf16+ucmRxLshMFajKiuib57PUrAAc4LSLAAXv9CvIdFtz4nZmYVeoB1485aoEHREGA2ybi2mOrcO2x081ee1SDJAoojiVGKbG1VBOclgEPfXOI997jw9tcovezxydjT2eke6IOM3vQqmGA58y5akU3YBX5pIQfuyRiUp4dANDQGUFY0dLO2XZG1D6HN9URGN7sKWkrqprzqwLPQeB5RDUjK5O5RluP108zIPA8BJ6DKJi1ADK9frmSSEcyR8uzyKhIWuMZm5PsusbTMBheWFuLF9fWor49grCqQdcZ0k0PC7yZTT67zJs0p5n6GIZhQGfmNpI8z0HXjdjtDFFVT5scFifyHCY4JURUAyFFg2GYS7SsohkQrQIPl02EP6JB1gzozJwDd1gE8ByXeLPkeQ4em4jyAifq2sMocFrSLktqDyloDcpwx7a6TL0+G+p9g17WNJR6+n0mrQNO83smpuG4fn29xkjuoEBNRk0mVZPi92kNyegMqfDaRXSEVfijKjgGuO0SClwWTHBaez0+/hizStzY0ODD7o4wbIKAqiInqltC+KauA2+vb0RDlx2xADMQnzqnBFccMw1WScCOvSF0hhX4oipcNhHPf1qLJn8EZV57bDcvszep6gZ8ERVzyjz49Sn7oyOkoCOsIs8pYYLTiragjJteW2/29NP0bAyDoTkg4+fHTcfUIme362MYLOvWCQ9HZa3xhCqTkZ5QMhkZVr29UWSS5DPYRKD48YbBsL7eh3c3NcEi8DigzAOe49DQGcGLn9di5faW5OM44IwDy/CTRVOQ3yXpZmaJOT9skwQ0dETQGVZQ6LQCHBBRdGiGAZHn4baLkEQeO1tD4DkOx+5fnHT+DfW+vhN+BA6HTslP+/z7KqE5GsObPf2usjmZK5sMx/Wjaz82UKAmwyY+9LZjbwAR1ZybjW+wcdSMohFrx8fftuChD3dg+94glFgArMh3wOuQsKa6rVvm96KqQlx5dCUqCh3dzmWThMRw9bex0ozmhiJRM4M9UQ7VLDva0zxxX5tKpNsLO1VvJTRpeJOQsYMCNRkW8TW+7SEFms6g6gYMAOvrO3H5M+tw40kzccUxVcPejg+37MWv/74enbESoPGY3BH2dbvvzInm/F26HaEsIo8CpwUOy76XTIHDAoMxNHSYw+UCz4Hj91VIa+iIwGuX0i6DGaoecbavEyaEDB4FajLk4iUM20NKIklL5DkIMKt8yaqB+5Ztx6xSz7D1rGVNR2tAxt3vbkFbbKtJnkuf5V3stuKyo6bhhFnF4FOWOlklAXl2szJXqlklbujMLJFpEbnEsRwHgGdQNAadMcwqcadt41D1iGl4k5CxjQI1GXKb9vixY2/ArPXMYNbbjgUxARwgGFA0A/e+vx2LqiYMae9PNxg6wgr8ERVbmwLY2Rbe97M0UZrngFtPm4UDUwKdTRKQ55CSetCptjQFEttsagYg8qzL5hXm7QJn3q+nQEo9YkJIXyhQkyHXHlYQiWU+i12CdBzPc+AMhrr2cLd9hgeKMQZ/VENnWIEeG9/+ZEdrotpXTwwGrNjWnAjUVklAgcMCuyX9PsZdtYcV8ByPMq8dbSE5actOu8Sj0GlFWNX7XMtMPWJCSG8oUJMhX8JR4LCA58xh7ni4Y7GKYPF9oTkABhuaghwhWUN7SIEaK8LtC6t49tPdePPrhoyOX761GcftV4wTZ09MO8Tdk3ipRovIY2qhE1HVSGR92ySzyIekG1SqkRAyKBSox7nh2Fx+TpkHFYVOrK/vNAuUMEDTjViQNsWrcw0miEUUs7cqqzoAQNEMvP5VA57/bDdCsp7xeRhjeO3LepxxUFm/Hj85c9sa64ULiXNmkrlNCCF9oRKi41g8M3tLoz9Ra9ppFRO7Lw10q0Se5/Cr78yEReShaAyKZnTb1IIxIKRo8EX636OOqjoafRE0+iKQVR0GY/jPlmZc/Le1eGxVTVKQFvsYGbBJPIo8tgHVxc6GUo1DvRf1WG0TIbmMetTjVOrm8kO9+9JRM4pw/Ykzcc+/tyaCdHwTDJ4zlzJZBAGPrqrJOKFM0Qx0hBWEZC1x2zf1nXhkZQ22NQWS7uu0CrhwwRRUTnBgyb+2wh/VUk8HkQdKvXbYRAH+qDagYfjRXMs8HKMhY7FNhOQ6CtTjVH82l49X9uprHlvTDLz1zR58VdcBp0XEjGIX8uwSQoqemD/mOQ5WkUexxwaB51DdHMQbXzUgGNXAOOCQ8jzMnZS8c5IaW1vcdTep2vYwHl9Vg4+r25LawHPA3EleXLhwCg6tyAPPcbj0qGl46INvkToYLsY2tOi6dWR8X+j+zNWPRub2cO9FPVbaREYHlS4dWhSox6n+bC6fSS/p8VXVeOA/3yYNO8dflhaBM5PLGGD2q80utqobaA7IuPnv66HHSs6LPI/9Sly45dRZOHxqATojCkKyntiurzOs4OlPduOdb/Z0G043E9SA9fU+bH59A6ZNcOBnx83AAWUeiCIHXWMQ+di+0AzQdIb69jAcVgEVBQ784b2tqGkJDagnOJKZ28M9GjJW2kRGB42qDD3alGOcynT3pWuPm44nPqrp1kvqiFXPWnLWXGza48Nd727tFji7EgUOIsfF1hjHsr4NczcsPvZzcOYe1AYDCl0W3HLq/jikIh8AIKs6/v5lA15cW4uQktw3FnkOmsHAA4l9oeNtKfJYMdFtxe62cFLxFQ6AAQZVM99I8hwSDIYen2M2vcFk285Z2domMvJ6GlXJ1tdSrqAe9TiVSa3p/Utc+PfGpl57SX9ZvgMbG3xJQZrjzGSxrgyDASIHHhxEnkHW9t1BEjnwHA/GGDgeUA2GzrCCFz6rxdzJXizf2oInV+9Ec0BOOmeJ1wa7KKC2PZQoNJL6YaEtIKMjqGBKoQM6A1oC0aT1zjaJh6abCW+T8x1D1hMczqG//oyGjJRsbBMZWTSqMnwoUI9TmdSaPuWAUjy8fEev89ib9viTErW4Hl5/BjOrhgl8cjAVOYADByMe2TnOvI/BsG1vAJc//QVq28NJ53JZRfx4YQXmlHrxu7c3wmDJpUG5WNRmMKuR6czspbusIpyW5PXOumFgd3sYDouY0Vx9JoZ76C++frvXnbf4wS19GwttIiOrv3kvJHO0PGsci2cszyp1IyxraA7KCMsaZpW6seSsuSgvcPTZS1J0I2397HSM2LxwUq83Xf1tZpYeDcp6UpAWeQ7nHDYZz102H+ceXo6wqkHVWeJ4juvyQSHlA0NE1WL34WC3CHDbJNgtAmTNTHJLN1wbf4497YCVznAteesqPhrSEVaROnMVHw2pKnaN6PrtbGwTGVmZjKr057VE9qEe9TjXW8ZyJnsmWwQeEeh9BmuB41DqtUHkzfM1dUbNYihdMMagGSztXPexM4tw2dHTMCnPnrit0GlF/D2hr4G0QFRHoZN1G+IPqzpEnkdPI3H96QmO1NBftu5FnW1tIiOLRlWGD/WoSSJjefHMIsydvG9pVCa9pDllHnhsYpfb0z+GzcLDbRNhFQU4LAL42F+ebgAGM6AZDEpqbzvWhofOPxi/O2N2IkgLPIdCpxXH7VeEyfnmntGJhPI07eA5wCHxKUVJNNR3RmAVeZQX2NEZGXxPsD9Df4PV12jIaCTsZGObyMihUZXhQz1q0qNMekk/O256t6zvdMHaZRGhagYUnSEQVZFnlyBrBgKyDrMCaPJBPAf8eGEFLj5ialLQ89gl5DssEGIfJs6fX4HfvdVlnjrlsQUeyLNL+H8nzsR7m5pQ3RxEi6IjqupmSVMD0HQFIUVHXUcYRW7bgHuCI51QlY07b2Vjm8jIoFGV4UOBmvQqtfJWZ6xwSYnHhvPmV2BhZWGip5S6jhoAJrgsKHBI6AyraAsrkDgOlUUuHD4lD++sb0QgTU3uIpcFvzp5JuZNLUzcZrcIKHRaYRGTg+AF8yvw8ue12NwYgGGwpDhtE3lYRAGzy7y4YH4FLphfgRfW1uKh/3wLDgwTXFZYRQGKbkDVZciajo6Qkpjn7vocMzEaQ3/ZuPNWNraJjIzRrNQ3ltE6apIRw2B4YW0tXlxbi2a/uUwqNZtZi22KsXZXG0Sex9HTJ2C/UjcAYMfeEHxRs3jJe5ua8NnO9qTz8xxw4OQ8/HhBBQ6OVRQDAIvIo8Bp6XVf6DU7WnHdy1+hLagkNv7gAPA8UOiy4o/nHoxF0yfAMBgu/ttabGn0J80hA+bQXKMvijyHBJsk9Pgc+7pG5vnNTTpSz9/klzGr1I2nL5lPvQoyplFlsqFFPWqSkU9r2tIWPolnM//+jDmYXebB4VPzcfjU/G7HT3Bb8M8Ne/DPDY3d5qGP378Ylx01FaXefYliIs8j3ynBbZMyah/HceB5DoyxxBrp1HnivuaQrRKPXW1huK0iitzWfpfApKE/Qkw0qjK0KFCTPvWWzVzs4tDol/HQ8h2454dzwXPmmuh4D9omCviqrgMvfV6HqJqc5z13kgdXL67CrNJ9Ix8cZ9bcznNI3YJpaps27fGjORjFPe9uQ0TRUZ5vB8dx0A0GkedhlTjs9SuJTOve5pAZY/CFVRgGg9e+r7pWfzO240N/D6/Yga1NgcQ66v1L3Lj22Ok09EcI6TcK1KRP6XqiusGgGwwGM2AROezYG8B/tjSjwCnhpc/rUdsaREg1EFX1bj3oSXl2XHlMJY6aXpgUjJ1WEQVOCwSOw8aGnofN4gVFNu/xwRdREVsKjZCiwy4JKHLH94ZGUqZ1b3PIUdWArBkQeEASkn82sGINHLhYvTTz/9SLJoQMDAVq0qd4T1TiuUSAjq9Bbg/KUDQDGgMe/M+3UA0DPDjojEHVkyO0wyLg0iOn4YyDSiF16dVKAo8JLjO49lXVK15QpD2kmEutujyEbjBEFA0NHQYm5dvhsopJmdZHT5/QY9lUVTegMwaHJMBm6d7jzjRju6dax1ub+r+DFM3zEUIACtQkA3l2CQIHhFU9MWwcVnXs9UWhM2buL80AWdNjvdvkAM3BTAqbMdGF7x9SlkgUE3gOeQ4LvHZzHrqvbRL/9/sH4NFVNQhE1Vhv3qxW1rU6mVnvm6ElIMNpFZIyrXubQ/ZFVPCc2R4uTe83k4ztoSx4QjsQEULiqOAJ6ZFuMLSHFLhtIiYVOOCLqGCx/9qDMnQWq91tAIxDYgi6K7dVxNRCByZ6bGjsiGDH3hAAcz305HxHIkinBjmbJIDnOdgkASUeK4Kyjnvf344dewNwWEQougGR58BzXFJ98XgimazpiMh6tyILPRXlOGCSB7NL3bENOwZWrGGoCp6MRBlSQkjuoB416UaN9TADUS0RtC6YX477l21Ha1CBReShaAY4AJqevtAIAEx0WxOBWGAMAcYQVjWU5dm71dbOJMjVtYehGwxeUUjK7BZ5Hmqs5rjZFrO33RqUke+0dMu07qkox6c1bYPK2B6Kgie0AxEhJBX1qEmCrOlo9kdR1x6GP6Wk5iEV+bjhpJmoLHIhImvQmLkzVbpF+CLfZY/pGEVnsAo8ZhS7026AkS7IMTBEFB2BqJmNbcSG2Q3GzK00Y/cTeA6SwCcGrONT49OKXD3OCacrmzrYEphdk9XSyWT4fCTLkBJCcgP1qAmiqjlEHFa0Xu93SEU+FN3A/e+HgZSKYgIH8LGlURxnFhsRODPochwQkjXMLvP0OHScmpEdlDW0BMxqYSzWZRd4HuX5dnSEVVgEHlHNgMTH11ADvGEmpllEHpVFLrx21REQxf59Fh1MCcxM9vieVerudfic9nUmhKSiQD2ORRQdHWEFUbV7Gc9U1S1BPLqyBut2dyTdzgHId5j1t2XdQFNnBKoOWEUeFoGDZjD4oxrcNrHXoeOuQc5lNbCnMwqDMbOmN8eg6WZP2h9VIQocBJ0HzxlmljnHwTBYomhJvsOCX5+8X7+DdNxAizUMRcGTsbIDEWWsEzJ0KFCPM4wxBGQN/ogKJV32V4qWgIyn1uzCvzc2dRvmtks8LAIPl00ye9EcB5vFrJ1tEXg0B2VYRSFW7KP3bOV4kLvljQ1o6IzAMFhi6FwzAIHnUeq1whfRkOcQUeqxYXdbEAFZh64z8DzgsYmYM8k7KpnR8cCkGgyXH12Jf29sQk1L/2sdD6ZXni3BkTLWCRlaWRmo33rrLVx//fWora3FYYcdhqeeegqzZs0a7WaNqkzfhHu6n6Yb8Ee1xNImAIkKYu0hGd/uDQIcw0SPHZML7GgPyvi0pgP/2boXckpA32+iG9edOB1hRccLa+tQ1xZCp2b2bAucFvAAOsIqVMOAKjNsbOjEX1bswO72EKKquc567iQPdraF0eCLAAZwwCQP8p0WHD4lH2+0hwEGqBqDIJgfCFxWCW0hBVHVgD+qosMmQTfMUqM6DAg8D6vIw20Vsa0pAKdVxNxJ3l4D1WACW9dj69rD+PfGRtS0hBKBqbLIiWuPm47yAke/zp34wPL6etR3RGC3CLBLAjgO8EW0tL3yeB32l9bWoskfBZg5HVDsseL82GYkQxGwM7lefS2x62muv+u582IJiJ0RlXrjhCALN+Worq7GvHnz8Mgjj2Dx4sX4xS9+gYaGBnz88ccZHT8WN+XItIeS7n5TJzhx4fwKzJ7kTUoO+6q2Ay+srcPWRj9CSt9D34A5D22zCHCIPComuHDevMmo64jg9S8b0BlSoeo6ZH3o/px4zhxWd9sk7OmMJpaDaRrbl+HdA4nnsH+pG7ecOittYBhMr6/rsSFFR1DWwHNAsduKPLsFim6gIzbUPZB9mNfsaMVd727B9r1BqLHENJHnsV+Jq9vzid93c2PATLYDh/iqcsbMwD+7l+vQnzb1db362vSkp01JUq9nfAtSuyTAaRWoN07GvawL1P/4xz9QX1+Pq6++GgCwfPlynHLKKZBlOaPjx1qg7qmHkhoIut4vzy5B5HlENR2+iAqHRcANJ83EIRXmZhlf1Xbg/mXbY9W9+h7+jrMIHCa4rZB4Hm0hGVFVh270HjCHgsSblc5EngPHcd16+D3hABR79u2eFZfpNU0n6To7JDR2Rs05fs5MnotXRBvoblmp5zcMM9kvrOrw2iXc1aVta3a04pY3NmBPbKqA5zioXUq1STxgxIJ1mdeGu35w4ICCXabXa0O9D1c9uw5Oq5g2sz+i6gjLGh696PBEDkDXc1tFAc1+MzcBMLP5i9xWyBob8IceQsaCrFuedfrppyeCNABs27YN06dPH8UWjZ5MioAsXVkNTTOwdGU1/BEFLotoviEqOiSBwwSXJTFEbTBzidMLa+sQlvVum2T0RdMZWvwyQrKGiGxWIWMA0lTcHFJqrAqZorOMgzRgtq0tKOPhFdUw4sP9GV5Tw+j+8SP1WDAz6UsUeEg8D50xtASiYIwNaClV6vntkginVUShy4rJeXaEurQtfl9f2FxGJwrm43elMzPYAeaweU/Pqz9t6u16ZZKxrnbJWO967okea6ygDiCJPCSBh84AX0TFRLel198LIWNd1gXqrhRFwb333otrr722x/vIsgy/35/0NVZkuqb27182YGN9J8KKgfrOMJp8UezxhdHQEUFENeC2SahrC2HHXvOrri0Enu9/T1gQAJ2Zb7Rdj2W97HI12hgDtjUFEsFyMOuUU4/VDCOl8IrZ249/AEoNTH3pT9vi93VYBACcORXAzFGE+KHxuM0YYLcIA1p/3Z829XcdeddzyyqDrOkQeHMzk67XU9YYrR8n41pWB+rf/va3cLlcuPLKK3u8z1133QWv15v4Ki8vH8EWDq++eigixyGqGVixbS86IxoU3QDHceabXexne31RaLoBlTH4ogp8UQWKbmQ8L52EcbGCI0jaDGqkJk94zvzqD8YARTcSwbK/vb6uUo8Ved4svBJ7/lzs8TTDDFT9XUrVn7bF72uLJZoxFpuZ7vp7wb6SqnZJ6NeHhoG0KZ6x3hFWMyrD2vXcXT/0xHW9nv390EPIWJK1gXrZsmV45JFH8MILL0CSpB7vd8stt8Dn8yW+6urqRrCVwytdD4Uxc/cqRTMQVnUIYNjSFASwr+gIx5k1sMXY3G5bSIEIwGWR8HWtD76o1u9hbyDWc4xFgq4Bc7g61FzKvyWBSwzlZnwODrAIfCJYDqZ6WOqxNgsPqyiYu4nFUrg4zgzgmdYH7+38vbUtfl+eB6yisG8XsZQPTTpjsIrmB4qBrL/uT5viGesuq4Amv2zubmYwRFQdTX65W8Z613OnfuiJP5X49cyV9eOEDIesDNQ1NTW48MILsXTpUsyePbvX+1qtVng8nqSvsaJrD8UwDGi6AUU3/28wA4GoikK3DSFZhUXkYTCAdXmnNnvXgKwZsEgi7nlvC178vHZAPeDEjsopw6rAwHq6mYg/BA8zSGtG/z8UcBywX8m+dcf97fV1lXosBzPZiec4qJr5e7EIPBhY2sDUl/60LX7fzrCGCS5zD28O+3rRcQLHYYLLXH/enw8NA2kT0POmJ+nKsHY9t1Xikj/0MAbNMD9kWEWu3x96CBlLsi5QRyIRnH766fj+97+PM888E8FgEMFgsNubxHjA8xyuOHoa7BKPPb4oQorZQ4lqBlqDChwWAUfPmADNYCh0WcwSnrqZMMZg/l+LjXA3dEZQ2x7p1+Nz2PcHwnHmDlm6wRLD3yJvbjOpGUhsXTkcij02TMp3wC7x3YZHe8MBmOCy4tpj9wXL/vb6ukp3rEMSzGDNcwDHQRR4RBQ94/rgfZ2/p7Z1vW9Q1lHktsIqJrfZJvIoiiV89fdDw0DaFLdo+gQ8fcl8PHrR4bj3nIPw6EWH4+lL5ne7Fl3PvdevwGuXwAFQNQOqbkDgzF3W9gaUAbefkLEg65ZnvfnmmzjrrLO63b5z505MnTq1z+PHyvIsRTPQGVEQjGqJNc91bSGojEHiOJQXOnHB/HI4LRJ+99YG2C2imegVVKDourn1JLonjHEA5k3Lx7dNAQRkrdflVRzMUqAeu4RAVIOs6eAAOK1irPqYAJdNQHtQMbeHHKLnHu8ZxpdXFbttAMweXETR0RJU4LIJCEY1c4evNOfo1zrqWPWwgayjjh9bWeTCKQeU9LvASabn76ltqeub4yMuAs/BIpqV44ZiHfJgrld/zp20jtoiwGmhddSEZF2gHqxcD9SqbqAjbAboruJVxHxRBV6bBdMnOs0a14zhN3/fgJqWICa4LNANhtagAn+0+wYb86bm44qjp+HRVTtR0xJEodMCRWPQDHOpFmPmDlpTChw49cASfLi1FXt9EXMZFmPw2CUcPWMCfnDoZASiKh5dVYPNe3xoD6kAzA0xClwSRI5DIKrBJvE4cvoEdEY0eGwiFlQW9FmZrKYlhEZfBCFFxz+/aUBYZWlrZi85ay7mTy3AO+sbUd8Rgs4Al1VEc0BGqceGQ6fkj1hlsuGontWf86fed1aJG1uaAkPetuF8zlSZjJCeUaDOElFVhz+qIiTr/R7m/6q2A/e9vw0dYRWyZuxLLIop9dpw3YkzMG9qAbY3BRM9cGvqphUcoOoMsqrj0YsOx5wyT7fSlBZxXw9t/tQCnP3oJ6hpCaLIZYXdKiSSzQZa8KOr4ezFZUtdbEII6UtW1voeL3SDIRjV4I+qiVKR/cUYQ0jWoeqsW5UxSeBw1iGTcMXRlfsKX0RjS2IYQ0jRIHA8LBIXK8tpbiWp6uYymE9r2vDERzU91m2+/OhKNPujmBgrhNFV6hrbgexGNZgtJ3tDm0YQQnIJBepREFF0BKIqQkr/e89dbWn045GVNdjQ4Eu63SLwOHnORFy5uBJOS/KvuNEXRVA2PxwAsflpBnB8fOmVGaxr20J4f/PeREWqeLELGy+gxMOjyS/jpbW1w7538kC3nOzJQDeNIISQ0UKBeoQYBkNgkL3nuCZfFE+s3okPtzYn3c5zwKkHlOKni6ag0GXtdtxXtR14ZV1dbPmLef/EHhoGIHCxtcAGw1+W74CqMxQ4e65I1eSPgkNmeydnw1BzajnMdB8+lq6sxsLKQhoGJ4RkDQrUw0zVDfgjKgJRLbHZwEAFoxqe/2w3Xv+qAWrKLlULphXgymMqMW2CM+2x8RrfEUXHRI8NzX4ZWspkdvyUFoGDP6JBNQxM9HQP+IDZWwbMrOy9frnXvZN9EQUX/23toIaahyLQ96cc5lD24gkhZDAoUA+TqKrDH1ERlLtnX/eXqht455s9eOaT3d2yuauKnLh6cRUOm5Lf6zniNb7zHBY4LQIYgMbOaPq2a0aigEkgqiEvTTWoaGyB9uFT8vH+5r1o9EWR77R0y84+ZsYE/PbNjYMaah6qOeVMymEOdqieEEKGGgXqIRaUNfgiKv5/e/ceHVV19w38u89lLrlfCSEJJCEiSbiovAgiGFsr+i7AByul9Q4VCmKpLT5gn6fW2tfqq8Wn1SXKRRYXF0Re2wUiKorihSgFGuViJIqQYEIg5EKSyWUuZ87Z7x9n5pjJfUJiziS/z1pZMJOZM3v2SvKbvfdv/7Zb6UUt7TY45yg4XYNXDpSioj6wWElChAUPTM/AT7KTelRWs1nxQuNAmCyCMearoNU5/2Db4VT0QhStRqCNLgUV9U4IjOGdLyuhcQ6Vc9Q1uyEIAmSBITs5EktuyMT6AyWXNdXcl2vKrUtWdjdVTwghZkGBug/05fqzX/EFB9Z+fAZFbU4Lsssi7rw2DfMmpXZ45m9bjDHE2GVckRgBiyQYQarttHdnOIBKh9vYy1zn9KCyQR+JD4u2IcYu+84m9kAWBdx3XTqmZyUgd0RUwFQzoCfReTW9rrNNFrqdam53rCQDXB4NXk1DtE1Cg0sJak3ZX7Ky+EJjl1P1VKaSEGImFKgvg1fV0NBH689+Fxqc2FhQio++qQ64X2DArAnJuP+6dMSF92zEZ5VFJEZYYZEERNvlgCClBhGok6OtqG3yoF7V4HB6IQoMKTF2RNr0whT6CNmGSocbB8/UYMkNmRAEZkw1e7waLjQ49eplvhKgVklAfLi1yxORWgf6Zo+K6kY33F7VuIYkCDjpO/KxJ2vK/pKV/73ry4APH62n6qlMJSHEbChQ90Jfrj/7NboUbDtUhjeOtU8Um5qpJ4qlx3ecKNYWY/r0bXTY96eOtQ5S5XUtPT7mUuMc0XYL/jJ3PI6W1+OlD08jOkyCXQ780ekoGSsuzAKNazjf4PHVBmd6zXAATkXD+QYnomxSp1PNRqBXNVyod0HjXD/CU/AdX+lV4fGq+PR0dY+Tv/yHRvjXvBt8hVSykyNpHzUhxJQoUAeh2e1FfR+tP/t5vBp2Hz+PbYe+Q2ObRLErhkVgSV4mrhnZdaJY6/KiiRE2TBsdD5ul/bT4tKwE3D1lJP7n/VM9HlHHhlnwTWUjjpbXg2sciqpB8XKAq7DKDG6FG9PZFpGhVlHxySl929iVwyKgcsCrclgkZhzcwQBIAofHy6FyIHt4ZIev7V9TrnK4oXEOSWRgYMbec8YAVQPeLarEkht6PhIOtpCKGbaW/VCG0nslJFRQoO6GpnE0ur1wOPtu/RnQ10Q/OVWDVwpKcKEhMPt6WKQVD0zPwE3Zw7o9lar1gR1u37m+aXFh+M+ZYzD9isR27+XAtzUIt4gYEW3DuTonPGrXAft8nROcAav3fg2PpkFRORwuRV/f5RzwnVHNfe8JADYWlCL/cBmGRdmgafooWNUACNw4c1jVAFFgEBlDcWVjhyPi3BFRGBZlQ6XDpY/GwaBq+gcD/+cMBn09P/9IGe6ZOqrL99JaTwupDKUqZkPpvRISSkx3zKXZlNe1oLbJ3adBuqiiActfO4r/89bJgCAdZhGxaHoGti6cjJtzknoUpP/2/imcuuiAw+XVR/wtHpw4V49FrxbilQNnAh7vX/ONC7ci3CojJTYMYjeDJQ16YHWpGjRfdNS4Xv5U9QVcQL+tcf17UXYJ4VYJJdXNaHZ7ER9ugU0Wfcdu6sdv2mQRKbF2Yy27I4LAcEvucP36nMOr6scftp4MEAUGReV48cNvcfB0TddvJkj+jPPiCw6EWyUMi7Qi3CoZGed9/XoDaSi9V0JCDY2ou9HTKeKeqKhz4pVPS3DgVOAfPYEBcyaOwH3XjTIypDuicY5TF5tw8oID4Bz7iy/C4fTApegVxURBAGP6yNmtaPif908hOznKGFnXNunnCUsiA+dAuFVEWlwYyi61tDvIoy1V47BKDCJHu1F46wxygQGXmhWkJ8hIjLCgya3A4fJidGI4XIr2fda3RYBL0SALWpfboaZnJWBjgYwWtwpXq6M0BQZIouA/AgRur9anVcWGUhWzofReCQlFFKh/AA1OBdsOfYfdx8632xY1bXQ8fjUjEyPjw7q8xtGyOqz/5AxKa1rg1bgRsBj0tVqLJBgnV4kCA5gGj1fDc/tOYdroBBwqqcXz+7+Fw6nA4VQgCAxWSURipBVJUbZ20+8d0TT4/lB3HNUtov5Bwe1V4fJosFtEWCURbq8Kp0dFmFUCoK+d93Q7VO6IKOSMiMaJ8noovr4TfUlpgL7+bZMlJERY+rSq2FCqYjaU3ishoYgCdT/yeDW8cawC2w6VtcsQvzIpEkvzMjExLabb6xwtq8PT7xTjUrOiJ2KJ+nS0V4NvbVgPoq0LbgnQg1lZbTPyj5RhY0EJGl2KHjhVFQx69npFnROx4TI6D7/f82o84AdGFhk03xS4LOgBlIODa4BX08CYiGGRVpTXtaCmyY1EgQW9Hcqfrf67/3cMDrcXsj9z3Df9LjCGxEgrrKKIBs3bZ1XFhlIVs6H0XgkJRRSo+wHnHB9/U42Nn5Z2mCi2eEYGfjS2+0QxwFej+3AZGpwKGANkgUEQBH29V/t+3dyrahDY90U8OPQEBI0DO47oHxSSo+1o9ujBWeUcogCovqDpJwn6KEpROfyt463/bdVkgTFAAFTVt7EZCNjjDACyJCA2TEZaXDiqHK5ebYealpWA5TddgSffOglV06Cp+mvYZH1GIMIqwamofVZVTNM4LjV5oGoaHK72ldmAwVXFjCq2EWJuFKj72JfnGrDuwBkUX2gMuD/cKuLua0fip9ekwiL1PIfv9MVmlNQ0g3NAFoXvtzgxGCNLwJf0BT2Ocs7h1fQRkiQwVDpcxrRmhFVCSqwd1Y0uuL0awBgUrwabrK8Z69PKzEgO6+ijRKt6XvreZuYf3WpQNT2A2iyCMb2dMyIam++fjOLKxl5v+7nr2pF4t6gSRecbEG2TIIv6a/i3a/VVVbHWmc+Nvu14l5o9GBZlQ4RV/3UZbFXMqGIbIeZGgbqPnKtrwSsFpSj4NjBRTBQY5vgqirUuQNJTblWFqnIwxgKCJgODLArweL8fVWsaBwR9ilpkemBPirbhYoPLmNbknENkDPHhFqianpTlcHsxZ8II5B8pg1fV9ytLggBF1dpNh6sqNw7s8Hj1x8aGW1DX4oHHq2/Fio+wwKUETm9LknBZ65uCwLDsxtG+ut8qYsJEcA1wqWqfVRVrW1dclgRU1DnR4lFxrq4FI6LtkCVh0FUxo4pthJgbBerL1NCi4NVD3+HN4+fbZYhPz0rA4hkZSIvrOlGsI5IgID7Cgma3CossoEVRjRGzn8iYb4+y/roq54CmJ3XJooC4cBl3XjsSL390Gh5Vg1fhxki69RR1mEXAvEmpOFZeh68rG6FqGgBm/GHmnBsjd0lksFskSALTp899lcaibBJUrrepxaNCFrQ+r/bVn1XFOsp8tskihDiGKocLTkXF+QYnEsItg7KKGVVsI8S8KFD3kserYecX57D9cFm7cpxXDo/Eg3mZmJAa06trR9pkxIdbIAgMuSOiMHZ4JA6XXoJX0yALrdehOeBba7bLImSBgTMGuyQgK0n/Azs1Mx7vfVWJ4+UNcCleqK1KeWrgcCkqODgaXQr+639n4792fYkGp4IwWdQDFQNqmj2wSgJ+/aMsTEiNQb1TQVyYBdnDIwOms9ve7o+qVsFWFeupzjKfI6wSwhPD0dCioMWjYtWt2fiPq0YMytFlf/UtIeTyUKAOksY5Pvq6Cq8UlKKq0R3wveFRNjwwPQM/GpvYo0SxtmRRQEKEFfZW5T/1Kd8sfFt1DNWNeuEV0TeMVX3btIZFWLH6jomoafagor4FKTFhmDMhGZJvLXzJDZlY9GqhUW3KyJpW9RGxwIDn9p3C64unYvGMTLx2pAxVDjcU1QtZZBifEt3pqKrtdPYPsX2np1XFgtFV5jMDQ5RNhsurIS7CMqgDV3/0LSHk8lCgDsLx8nqs+6QE31xsnyh2z5RRuP3qlKASxVqLtsuIDes4CEzLSsDf51+F/7u3GN9UNsHrKwcmiwLGJEXgtokjsOHTkoDSjzuPnjOCa7TdgnCLBAb9mEmvyuHfic0Zg9vLceJcPSY99QEskl6qE0z/4PGLa0firmtHDurgBFDmMyHEvChQ90DZpRa8cqAEn52pDbhfFBj+Y+II3HvdKETbg08UA/Rgmxhp7fZs6WlZCdj90HR8WdGAo+X1YBy4amQMGl0KHnujyEiAsoj6mdP+0o9P3z4eim+/cUZCGDxejka3gktNHmiMQxL0vdAKBxrdXshehhHRdlgkvSLVxoISZCaED/o1Ssp8JoSYFQXqLtQ0ufHCB99iz4nz7Ups3jAmAYunZyIl1t6razPGfKPo9nt0OyMIDBPTYowiKZrGcf/mI92WfvzPmVdCFvW90TZZQKXDCw2ALAgAA7y+TDGLyKByoLbZjfT4cAyPsg6Z8pGU+UwIMSsK1B3wqho2FJTg5Y/OtKsolpMciaV5ozEupffreFZZREKEBVap61F0d3pa+hGAMVqMtklwezVfQhmD5svoZkwPVowDbq8Gl6KXAB1K5SMp83lwoqM7SaijQN0BUWD44OTFgCCdHG3D4hmZyBuT0OMRcFuMMcSGyYjpo3XOnpZ+rHcqxmixuskDjQMC0wuaKL4DNmTBXyuc+8qTagDEIVc+kjKfBxc6upMMBnTMZQcYY/jDrBwAQKRNwoM3jsbmBZNx45WJvQ7SNllESoy9z4I0EJgA1ZHWCVD+0WJmYjjQ6rhJqyQEHHLBEVgCdCgmUfkzn/PGJGJ8ajQF6RBFR3eSwYJG1J2YNCoWz/1sIrISwxHVy0QxQK+HHRtu6XWyWVeCTYCalpWAf6bHYd76f6G0usnYCna2tgUuRQUEDq8G2GUBNlm4rCQqmm4kA4mO7iSDCQXqLsyblIqS6qZePz/Moh+/KHUyNX25epMAJUkCVt1yJf5715docHnBfCU/K+qcRknQ+HArXN7eJ1HRdCMZaHR0JxlMaOq7HzDGEB9hxfBoW78FaT//lHZ2ciRa3F5UNbnR4vYiOzkST98+vsPA2PY5LR4V0XYZ0WEyomwSWhS122t0hqYbiRn0JH9DGUK5FyS00Yi6j1llEYkR1l4XPumN3iRAdfScyy0BStONxCyogA0ZTChQd8K/xnryQgOibRZkJYV3WRaUMYYYu4yYbvZFB7t229PH96b0Y0fPuZxpwK/OO3D6YiPssogmtxeSoK91M8YGbLqR1sqHJipgQwYTCtQdaL3G6lRUyAJDWnw47ro2DVePjG33+J5WFwt27TbU1no/PV2DmmYPwL/PHrdKAhIj9bOcf+itXqHWf6TvUAEbMpgwzjnv/mGhw+FwIDo6Gg0NDYiKCv7TctsziTnnUFQOh0tBmEXEipvHBATrSJuMhIj2CSvdXddf6rPO90ej7VpwsI8faAdP1+CRfxzHRYcLosAgMgYO/9nYDCmxdogCQ4vbi/X3/q9+H1GHWv+R/hHwYc1XwIY+rJFQQyPqVjpaY3UrKqwSQ0KEBTVNHuQfKcfEtBhYJbHdSVfBXBfofO021NZ6/e1VVA12WYTbqwECIIBBFgBF46hyuGCTReSMiOr36cZQ6z/Sf6iADRkMKOu7lS63dIAh0iajvLYZlQ1upMTYexSku71um7Xb3jx+oLVu77AoGwTGjIIq8B2j6VRUWCThB5luDLX+I/2LCtiQUEeBupWebOnQAKicB/XLHuxWkVDbWtK6vRFWCSmxdthkEZqvAhrnHKLAcN91o36Q6cZQ6z9CCOkKTX230tWWDlHQ77eIQtBbOoLdKhJqW0vatjfCKiHcKsLl0eDVNKgah6pxTM9KHJD2tGW2/iOEkK7QiLoV/5aOuhYF/hw7xhhkXz3sBqcXo4dFBL3G2tF1/fxbRVpfN9jHD7QO+w0MdosetJ2K9oO2N9T6jxBCukKBuhX/lo4Iq4hKhxtORYXI9GMfKx3uXm/p6Oi6msbhVNQOrxvs4wea2dprtvYQQsjloO1ZHeivLR3BXjfUtpaYrb1maw8hhPQGBepO9FdFq/6qTGYWZmuv2dpDCCHBokBNCCGEmBitURNCCCEmRoGaEEIIMTEK1IQQQoiJUaAmhBBCTIwCNSGEEGJiFKgJIYQQE6NATQghhJgYBWpCCCHExChQE0IIISZGgZoQQggxMQrUhBBCiIlRoCaEEEJMjAI1IYQQYmIUqAkhhBATo0BNCCGEmJg00A3oa/7jtR0OxwC3hBBCCOleZGQkGGOdfn/QBerGxkYAQFpa2gC3hBBCCOleQ0MDoqKiOv0+4/4h6CChaRrOnz/f7ScUonM4HEhLS0N5eXmXPyikc9SHfYP68fJRH/aNH7ofh9yIWhAEpKamDnQzQk5UVBT9Yl8m6sO+Qf14+agP+4ZZ+pGSyQghhBATo0BNCCGEmBgF6iHOarXiT3/6E6xW60A3JWRRH/YN6sfLR33YN8zWj4MumYwQQggZTGhETQghhJgYBWpCCCHExChQE0IGRG1tLQ4ePIiampqBbgohpkaBeoipra1FRkYGzp49a9xXVFSEyZMnIzY2FitXrgSlLXRu9+7dyMzMhCRJmDJlCoqLiwFQHwZrx44dyMrKwkMPPYSRI0dix44dAKgfe+vWW2/Fli1bAFAfBmv58uVgjBlfWVlZAMzVjxSoh5CamhrMnj07IEi73W7MmTMHkyZNQmFhIU6ePGn8wpNAZ86cwcKFC/HMM8+goqICo0aNwqJFi6gPg1RfX4/ly5ejoKAAR48exfr16/Hoo49SP/bS9u3b8d577wGg3+fe+Pzzz/H222+jrq4OdXV1OHr0qPn6kZMh46abbuLPP/88B8BLS0s555zv2rWLx8bG8ubmZs4558eOHePXX3/9ALbSvPbs2cPXrl1r3P7www+5xWKhPgxSWVkZ37Ztm3H7+PHjPDIykvqxF2pra3lSUhK/8sor+ebNm6kPg6QoCo+MjOSNjY0B95utH2l71hBSUlKCzMxMMMZQWlqK9PR0/PnPf8bhw4fxzjvvANBPH4uPj8elS5cGuLXmt27dOrz44ouYP38+9WEvKYqCBx54AIIgICMjg/oxSAsXLoTNZoPT6cSNN96I7777jvowCF988QXy8vKQlJSEiooK5OXlYcOGDdi8ebOp+pGmvoeQzMzMdvc5HA5kZGQYtxljEEURdXV1P2TTQo7H48Fzzz2HZcuWUR/20vHjx5GUlIR9+/bh+eefp34M0kcffYT9+/fj2WefNe6jPgxOcXExcnNz8dprr+HkyZOQZRlLliwxXT9SoB7iJElqV33HZrOhpaVlgFoUGh577DFERETgV7/6FfVhL02YMAH79+9Hbm4uFi5cSP0YBJfLhSVLlmDt2rUBh0ZQHwbn7rvvxqFDhzB58mRkZGRgzZo12LdvHzRNM1U/UqAe4uLi4lBdXR1wX2NjIywWywC1yPzef/99rFu3Dvn5+ZBlmfqwlxhjuPrqq7Flyxbs3r2b+jEITz75JCZPnoxZs2YF3E99eHliYmKgaRqGDx9uqn6kQD3ETZ48GYcOHTJunz17Fm63G3FxcQPYKvMqKSnB3XffjbVr1yInJwcA9WGwPvzwQ6xcudK4LUn6abtjx46lfuyh/Px87N69GzExMYiJiUF+fj6WLVuGrVu3Uh8GYcWKFXj99deN2//+978hCALGjx9vrn4csDQ2MmDQKutbURSemJjIt27dyjnnfMmSJXz27NkD2Drzamlp4dnZ2Xzx4sW8sbHR+PJ4PNSHQaioqOCRkZF8/fr1vKysjN933338lltuoZ/FIJSXl/PS0lLj64477uCrV6/m1dXV1IdB2Lp1K8/KyuKffPIJ379/Px87diz/5S9/abqfRQrUQ1DrQM25vhXBbrfzYcOG8fj4eF5UVDRwjTOxXbt2cQDtvkpLS6kPg/Tuu+/y7OxsHhkZyefNm8erqqo45/Sz2Fv3338/37x5M+ec+jBYv//973lMTAxPS0vjv/nNb3hTUxPn3Fz9SNuzCACgoqIChYWFmDZtGhITEwe6OSGJ+rBvUD9ePurDvmGWfqRATQghhJgYJZMRQgghJkaBmhBCCDExCtSEEEKIiVGgJoQQQkyMAjUhQ5iqqkE/5+LFi9A0LeC+I0eOwO12d/qcuro6PPLII6ivrzfuc7vdAWf8qqoKRVGCbg8hgx0FakJC2KlTp1BQUABAP+Fn//79xvdmzpyJVatWAdBrQ/vPLFZV1QiSx44dQ2pqKgBg586duPPOO7t9zYcffhiPPPKIcVvTNMyZMwf/+Mc/On1OREQE1q9fj2PHjgEALl26hFGjRiE9PR12ux3Dhg1Denp6wHUJIT4DtoObEHLZ1q5dy2VZ5ps2beLnzp3jsbGxfNOmTZxzzmfNmsUfe+wxzjnnf/nLX3h6ejqvqqriBQUFPCsri2dnZ/MxY8Zwi8XCc3NzeWpqKo+JieG5ubk8NzeXC4LAT5w40e41z58/z5OTk/mpU6c455zv3buXjx8/nmua1u6xa9asMa5ntVp5amoqz83N5U899ZTxmKuuuoofOnSoP7qHkEFBGugPCoSQ3lu6dCkkScKbb76J+++/H2vWrMGqVatwzz33QBRFCIKA4uJiPPvsszhw4AASExORmJiIb7/9FoBew/gnP/kJioqKsGPHDrz77rvYsmULAP2AgrYnCD366KN4++23Icsybr/9dgBAVVUVOOcYP348srKy8MYbbxiPv3TpEubNm4eJEyciOTkZU6dOxY4dO4yRNQCUlZVh4sSJ/dpPhIQyKnhCSAhTVRWiKAbcV1FRgZSUFMydOxdXXXUVnnjiCRQXFyM7OxuAvjZss9mQk5MDp9OJiooKXHHFFWhoaEBTUxNSUlKMa+3cuRNjxowxbi9cuBB5eXlYsGBBu7Z8/PHHWLFiBb744gvjvuLiYtTU1GDu3LlYv3495s2bZ3xv3rx5qKqqwpEjRzB16lQAwFtvvYWIiIg+6RtCBgtaoyYkRB0+fBijR4/Gq6++aiR33XLLLRg7diwSEhLw6aefYs2aNUhISMCkSZPws5/9DABw/vx5AHrQnTFjBpKSkrBgwQLk5eUhKysLCxYsML727dsX8JqyLHfZprbfz8jIwB//+EfExsbimWeeQUpKCm699VYAwOeff45Zs2ZhzZo1uOeee3DixAkIAv1JIqQt+q0gJERNmTIFGzduxKZNm/Cvf/0LAGC1WvH3v/8dNTU1AV+rVq0yztJNTk7GV199hfr6euzZswcvvPACZs+ejWuuuQapqamYPXs2fvzjH6O5uRnPPPNMwGt2l5Xt9XoDbj/66KOw2+3Iy8vD0qVLERMTg5dffhkAIIoifv7zn+ODDz7AtGnTEBYWRoGakA7Q1DchIc7r9RpnOs+dOxd79uwBYyzgMZqm4a677sJjjz2Gl156Ce+88w5KSkowfPhwxMfHA0DA1LcoioiPj8fs2bOxYsUK4zpLly7FP//5z07bkp2dbWShA3q2OWMMmzZtwooVKxAXF4enn34a9957L8aMGYMPPvgA11xzDT7//HPMmDEDp0+fhs1m68vuISTkUTIZISHOP6W8cOFCAMD69euxaNGigMc88cQTOH36NEaMGAGn04nXX38dU6ZMwYULFwAAR48eRWxsLNLT03H27FmMHTsWLpcr4BrNzc1Ys2YNnnvuObS0tKC5uRnvvfceli5dajzm7NmzAc85fvw4/va3v6G+vh5ff/01ampqsHz5cjQ1NYFzbuydHjVqVD/0DCGDA80zERLidu7cidra2h49NioqChs3bkROTk7A/b/+9a+xYcMG43ZHE23r1q3Db3/7W7zxxhtYvHgxhg8fjg0bNhhZ4g6HAzfeeCO2b99uPOfgwYMoLy9HUVER7rjjDsyfPx/JyclYtmwZPB4PTpw4gbFjxxpT3lTwhJD2KFATEsIKCwvx9ddfY/HixcZ9v/vd75CQkBDw9de//jXgeR6Px/j/xx9/jMLCQixduhQvvfQSampqkJOT0y5Y7927FzNnzoTdbofNZoPdbse2bdvgdDoB6Ilkb7/9Nh5++GHs2rXLaMv8+fPx4IMPorCwEE899RTCwsLAGEN+fj62bduGRYsW4fHHH8fWrVsRFhbWX11FSMiiQE1ICHv88ccxe/ZsREdHA9C3a3WUTLZy5cqA54WHh2P37t144YUXcNttt+HJJ5+E1WpFfn4+pk2bhpycHJw4ccJ4fElJCQoLCzFz5kxYLBYjOOfk5ODBBx+EpmmYNGkSKisr8dprrwW8FuccL774IsaNG4eVK1caU9579+4F5xz33Xcfzp07h4ceegjl5eX93GOEhB4K1ISEqHPnzqGpqQm/+MUvjPvarisDwOrVq7F9+3bcdtttAIA//OEPSEtLw09/+lO8+eab2LlzJ1atWoWkpCR89tlnOHjwIFpaWnDdddehrKwMgD5lvmXLFthsNowePRqfffYZxowZg3HjxmHcuHHIyspCfHw8pk2bhptvvtkohuJv0/Lly1FUVITVq1ejvr4e119/Paqrq7Fjxw7Y7XZs2rQJ119/PU6ePNnPvUZI6KGsb0IGOUVRIEmSkQn+3XffoaysDBMmTDBG4h2prq5GYmJiv7SpoaGhy9cmhHyPAjUhhBBiYjT1TQghhJgYBWpCCCHExChQE0IIISZGgZoQQggxMQrUhBBCiIlRoCaEEEJMjAI1IYQQYmIUqAkhhBATo0BNCCGEmNj/B9eBGSuu50cgAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "小费金额和消费总额的相关系数为: 0.6757341092113646\n"
     ]
    }
   ],
   "source": [
    "# 分析小费金额和消费总额的关系，小费金额与消费总额是否存在正相关关系。画图观察\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "sns.lmplot(x='消费总额', y='小费', data=df)\n",
    "plt.title('小费金额与消费总额的关系')\n",
    "plt.xlabel('消费总额')\n",
    "plt.ylabel('小费金额')\n",
    "plt.show()\n",
    "\n",
    "corr = df['消费总额'].corr(df['小费'])\n",
    "print(f'小费金额和消费总额的相关系数为: {corr}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6d992c76-6a0c-4328-bb7c-8b5ad57e27c6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "不同性别顾客的小费平均水平：\n",
      "性别\n",
      "Female    2.833448\n",
      "Male      3.089618\n",
      "Name: 小费, dtype: float64\n",
      "更慷慨的是：Male\n"
     ]
    }
   ],
   "source": [
    "# 分析男女顾客哪个更慷慨，就是分组看看男性还是女性的小费平均水平更高\n",
    "average_tip_by_sex = df.groupby('性别')['小费'].mean()\n",
    "print(\"不同性别顾客的小费平均水平：\")\n",
    "print(average_tip_by_sex)\n",
    "generous = average_tip_by_sex.idxmax()\n",
    "print(f\"更慷慨的是：{generous}\")\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5c82b662-11fc-4f0f-936f-8e57081ba833",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分析日期和小费的关系，请绘制直方图。\n",
    "import matplotlib.pyplot as plt\n",
    "sub = df.groupby('星期')['小费'].mean()\n",
    "plt.figure()\n",
    "sns.barplot(x=sub.index, y=sub.values)\n",
    "plt.title('日期和平均小费的关系直方图')\n",
    "plt.xlabel('星期')\n",
    "plt.ylabel('平均小费')\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2b56e416-cadc-40d2-b23e-cf697e4e3da9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NmjVRs2ZNuLi4wM3NDRqNBp988glcXFzg4uKCmjVrYvDgwQCACRMmICYmBlu3bi0yxBWmTp06EAQBQ4cONbkPvdg4p4Yky8vLC7t27TL6hbJz505cvXoVZ86cQZUqVXD//n3k5eXh8uXL0Gg00Gq18PHxweXLl/HZZ5/ByspK/KXy5F0dFhYWWL9+vUm13Lx5Uxz+X7lyJX777TccPny42DtLgMcjJ9u3b8eOHTtw8eJF5OTkYPjw4eK/Zv8brMLCwozOUb9+fbz//vtITk4WLzP91+7du+Hr64tPPvkE3bp1M3p96NChuHjxInbu3GlwJ5ipWrVqhcjISDRv3hwAEB0dDUtLS6OJvQWXMlQqFebMmYMZM2YY/CJWKpXYsmULXn31VaxZswa///47AGDcuHFYsGABFi9ejEmTJhVZR3R0tDjpukqVKvjhhx/w6NEjJCUlAXg8h8nf3x++vr6Ij4+HXq9Hfn4+qlatWuTcFgAGl3a2bt2KgIAA3L9/H9WrV4dGozEKE3Fxcfjnn3+KHIUpMGPGDKxduxYrVqwwmmNy584dhISEYM2aNQgMDDS4xPYkrVaLOXPm4NKlS0YTdYcPH47hw4eL+3K5HK6urnB1dcWCBQvw1VdfiZfanhypqVu3LrRaLX7++WekpKQU+r59+vSBt7c3xo8fj/Xr12PPnj28k4nKHUMNSZadnR169OhhdFwmkyE8PBzz589HlSpVoFaroVar0bFjR+Tn58Pe3h4JCQlQqVSoU6cOqlSpIk6y9fb2hkKhQFJSErZu3WpSHTqdDsOHD0fnzp2xb98+DB48GAcPHkTv3r3xxx9/FNs3ISEBH330EYYPHw4PDw8sXLgQvXr1EueMpKWlQS6X47PPPhMXb0tOTja45NaqVSu0atUKa9asQVZWltHk1OTkZOzcuRP//PMPfvjhB0yYMMHol8/Dhw8RFBSE6dOnQy6X49SpU3B1dRVfL6jnyc/8XwWBxpTbzxs3bozY2NhCRxbs7OzQs2dPxMTEiGu62NjYYNy4cfjuu+/EEbH/KphrUqVKFaNLLwX1FEwsLqDX66FWq9GzZ09s27at2JoLNGvWDCdPnsT48eMxZMiQQkdqli5dChsbG/Tr16/Yc9WtWxf9+/fH/PnzERwcDIVCgdu3b2PChAnYu3ev2G7r1q1Gk7ajoqIQHBwMnU6H3r17Y9KkSejbt69Bm4ULF4p37UVGRmLAgAHiax9//DHat2+P48ePo0OHDuJdgU9atmwZunfvbhSEhw4dCh8fH6xcuRJHjx7FiRMn4O3tjfz8fJw9e9boFnCissJQQy+kWbNmYdasWQAeL763bt06REVFGbSpV68efvjhBwCPR0AiIiIwf/58AEBERIS4cnDB6E5RPv30U1y4cAGRkZFo1KgRVCoV1q9fj/fff7/If+UWKLgrqFq1amjVqpXR6zY2NlAoFLC0tIRCoUDVqlWLHP05deoUFAoF/Pz8DFbanTFjBpo3b4527dph1qxZaNasGdzc3Az6jhgxAjExMQgJCcHkyZPh4uKCH374ATVr1gQAg4BTEqVSifXr1xe6NgoAzJkzx2CBv/+6du0aFi1ahA8//BDTpk1Dt27d0KxZM4wYMQIymazIScoKhaLI/08Ft3QnJiYWeSdVUbKzsw0uS505cwYDBw6ElZUV6tevjyNHjhiEmvv372PJkiUYNGiQSe81YcIEbNiwAXv27EHv3r1Ru3ZtNG/eHKNHj8alS5ewfv16nD17FsDjibvHjh1Dv3794OjoKN7qHRoaWui6SI6OjuKk+IL1YQq0a9cOzZs3x7p169ChQwfk5uYajfTpdDosWLAACxcuNDqem5uLH374ARqNBkqlEoIgYPjw4Th27BiuXLkifr0OHjyIu3fvIj8/v8xXlqYXD+fUEJlg+/btaN++vbifm5srTkZVq9VFzuWYNm0avv/+e6xZs0ZcGA0A3N3d8ccff4iXA+rVqyeui/PflWCfXBDuWfzxxx9iEAkMDIRWq4Ver4eXlxe+/vprAI8vVd28edPgNnLgcTALDw9HVFQU8vLykJSUZPCv/pLm1DxJLpfDyspKnNT73+3JdWj+Ky8vD0FBQQgMDMSiRYsQEBCAIUOGQKvVwt3dHTNmzCjxkl5ZKFis8dNPP4WLiwvi4uKQk5ODzz77DO3atUPPnj3x77//omHDhkaXnxITE+Ht7S0ujFeSV155BevWrcNbb70lHvv666/Rq1cvo7bLly/H5MmTjY4XF7qLs2bNGoSGhgJ4HN4KLr0WOHfuHB49egStVosuXbogODgYOTk5uHPnDoKCgiCTyaBUKqHT6TB+/Hjs27cPu3fvFgONRqPB2bNncejQIWg0GoM7Ci0sLJCYmAiFQoF169YV+T1B9CSO1BCVYMeOHdizZ4/BpaInQ82hQ4eK7KtSqfDFF1+gV69eha5TUzCqcPHiRXHC6Ntvv13sLdFP9svOzoZcLi/xcs6BAwdw//59BAQEoGPHjhg7dizy8vJgYWGBkJAQg7YuLi5G/V999VW8+uqrUKvViI2NRWxsbKFL65vC1MXl/istLQ3+/v7Q6XTiHJbvv/8ejRo1wv79+43uVCoPy5Ytw8qVK3HmzBk4OTnB3d0d27ZtQ+PGjcURsO3btxvU8t/LT61bty7yVvKivPfee4Ue1+v14gKIJ06cwLJlyzB58mTExMRg6dKl8PPzw+TJk4scEUpNTRUX3Sts1NDHx0f886NHj4xCTcEdWgVr2QCPRz5/+eUXREZGwtHREampqRg8eDDOnz+PI0eOGKyXk5+fj0mTJqFLly7w8fGBs7Oz+L3do0cPozC2e/fuIr9GRABDDb0gCkYQgMfzP/R6vXhbdHZ2NrRarbgab35+PuRyOWrWrImNGzdi2LBhCAoKwttvv438/HykpaXh6NGjRkPxer3eaHGxL774QnzfgnkmT843KRjhsba2Fn/xyOVyg7tdMjMzcefOHdy5c0e8FbvgX7RP3potk8kMFkErCDoajQYhISEYP3487OzsYGdnh/3792P+/Pk4ePBgoQvoCYIghpa7d+9iwIABuH37Nu7evYuGDRuiefPmcHR0xL179wAAly9fNuiv0WiQnJyM06dPG6xnU3BuPz8/o/d80n8vtQmCgN69e+P+/fs4dOiQGChdXV1x5swZcWRIq9XiypUrOH36NACIv/BLUnDZo6QwWa1aNdjb22Pr1q3o0aOHwUTtOXPmwMrKymhF5JSUFJPuOipY0M/UxyQAwPjx49GxY0cEBwfjl19+wauvvorPP/8c0dHRyMzMxHvvvYf69evD3d0dw4YNM/h+0el0mDRpUrETqwtoNBpcuXJF/J4vGHk5ePAg9u/fLy62Z2lpiUmTJiEyMhLXr19HUlISxo4di/r16+PEiRNGE5XDw8PRokULABAfqVHY+k95eXk4ffo0/vnnH1hYWDx1MKYXgED0AnBzcxOWLl0qCIIgdO7cWZDJZIJSqRRUKpXRJpPJhJ49ewo///yzAEDo27evoFarBUEQhF27dgkABAsLC2HJkiXi+adPny5YWVkJAISffvqp0BoSEhIEAMLly5fFY1qtVrh27Zqg0WiKrP3rr78WPD09hQkTJgharVYQBEG4evWqAKDQfgXvc+HCBUEQBOHcuXNCx44dhfT0dIN2s2fPFrp27Vroe/74449CmzZtxP2ZM2cKu3btEnJycsRjgYGBgo2NjWBvb1/oVrVqVcHS0tLo3FWrVhW2bdsm5ObmFrp9/vnnQuPGjY36xcXFCXfu3Cny6yQIgqDX64X69esLCoVC8PPzE/Ly8optX2DDhg0CAOHBgwcmtS/JtWvXhOHDhwvvvvuuoFAohKlTpxbZNjs7W6hbt66gUCgEW1tbk2rYsmWLoFQqBQACAKF169ZCWFiYoNPpDNpduXJFGDZsmCCXy4XZs2cbvObq6iqsWrVK3I+IiBAAiN/rgiAI8+bNEwYNGiQ0adJEcHR0FO7fvy++tnjxYiElJUXQarVC7dq1BblcLmzdulV8vV+/foKlpaUwffr0Yr+//8vT01P48ccfjY737NlTaNu2baGvERVgqKEXQo0aNYQffvhBEATBpL9gtVqtkJ+fLyxdulTQ6/UGx8PDw4WkpCSD9pcvXxbmz58vnDp1qmwLlyBLS0vh999/L7fz37x5U8jKyipVn7Vr1woAhOTk5DKpITc3V3BychIaNWokjB49Wnj48GGJ779kyRLh5s2bJp1frVYLS5YsEfbu3Svcu3evxPbXrl0TA3GBzZs3C9evXxf309LShCNHjhgEow0bNgi9e/cW5syZY/Q9/6RDhw4JiYmJBseioqKEixcvmvR5iMqKTBBKGG8lIiIieg5wOjkRERFJAkMNERERSQJDDREREUkCQw0RERFJwguzTo1er0dycjJsbW25xgEREdFzQhAEZGZmolatWiWuLP3ChJrk5GR4eHiYuwwiIiJ6CgkJCeKzyorywoSagpVFExISjJb6JiIiosopIyMDHh4eJq0Q/sKEmoJLTgXLxBMREdHzw5SpI5woTERERJLAUENERESSwFBDREREkvDCzKkhIiKqTHQ6HTQajbnLqBSUSmWJt2ubgqGGiIioAgmCgLt37yItLc3cpVQaFhYWqFevHpRK5TOdh6GGiIioAhUEmho1asDa2vqFXxC2YHHcO3fuoHbt2s/09WCoISIiqiA6nU4MNNWqVTN3OZVG9erVkZycDK1WC0tLy6c+DycKExERVZCCOTTW1tZmrqRyKbjspNPpnuk8DDVEREQV7EW/5PRfZfX1YKghIiJ6weXl5SEvL6/U/aKjo5GUlFQOFT0dhhoiIqJKKCkpCTKZDHXr1jXaatWqhZo1axq0V6vVJl2+0Wq10Gq1Bse+++47fP3110ZtZ8+ejQkTJhR5rsWLF2PLli0AgCFDhsDZ2dmo1ipVqmDPnj2mfORnxlBDRERUCVlZWQEA4uLiEB8fb7Dt2rULKpXKoP2ECRPg6OiIatWqwdnZGc7OzlCpVJDL5eJ+tWrV4ODggN9//92gr6WlZaG3U1tZWRm9T1H9lEol5s2bh/j4eHz88cfYvXs34uPj0blz52LPUZZ49xMREVElVLAYnbOzs9FrOp0OTk5OBseWL1+O5cuXi/t79+5F3759sXz5cgwdOrTY97K0tDQavQEAhUIBuVxudDwrKwtarRYWFhZQKBRYu3YtFIr/ixQ7d+6Ep6cnmjVrJp6nIjDUEBERVUL5+fkAgAcPHhiFgqioKPj7+xfaT6PRYPbs2fjmm2+Qn5+Pzp07Y8WKFdDr9Rg2bJjBqMmaNWswdepU8dLVhg0bMHXqVHzwwQeoXr060tPTodVqsXXrVjx69AhDhgxBaGgodu/ejW3btqF69er4+eefoVQq0bx5c+j1emg0GlhaWsLS0hK5ubnl9wUqBC8/ERERVUIFoaZx48bw8vIy2Pr06SO+XkAQBGzevBnNmzfHb7/9hm3btomvWVlZ4ZtvvkHdunXx3XffITs7GwAwdOhQ3LlzBzNnzsSUKVNw8eJFWFlZoX///oiLi8Pnn3+OMWPGIC4uDh9++KG4hkx2djZq1qwJjUYDhUKBv//+G5aWljhy5AiaNGmCo0ePIjg4GL17966gr9ZjHKkhIjJRmylrzV0C/X/R3w0xdwnlzs3NDSkpKUW+/uSzkg4ePIjRo0cjLy8PU6dORXBwsBhcAGDw4MEYMGAAVq1ahRkzZmD58uW4dOmSwUJ3Dx48wPr164tdQ6fgUlRGRgZq1KiBq1evYtq0abC1tQUAdO7cGb/++ivc3d3xyy+/oGvXrujevftTfw1Ki6GGiIioEnn48CE8PT1RtWpVg9BRcMt1wQRi4PEdT2q1GomJifjqq6/Qv3//IiflKhQKjB49GkFBQTh//jwsLS1x/fp1bN68GWvWrEFGRgaqVq2Kl156CZs3b8ahQ4fEy09btmzBo0eP8P777wMAXF1dYWNjg0OHDhmtjBwTEwNBEDBlyhQcPXq0rL88xeLlJyIiokqkWrVqSE9PR1JSEj799FOsXbsW8fHxGDZsGIKDgw3ugrpz5w4ePXoEa2trDBo0CLNmzRIn7zo7O0Mul8PLywsKhQIKhQIymQxpaWl49dVXAQCRkZG4fPkyOnXqhLFjx4q3dRd1+alAUFAQ/Pz8cOXKFZw+fdqg/vnz52PcuHHo0aMHPv3004r7woGhhoiIqFLSaDT48ssvDS4jhYaGok6dOvDw8ICLiwtGjx5t0EelUiEwMFBci+bJreCp4E+O/gwaNAirV6+Gt7d3qeu7desW8vPzsWbNGmzevBkAcPHiRezfvx/jx49HSEgIgGd/9EFpMNQQERFVQuvXr8fDhw8xa9Ys3L17FwDw8ccf49atW0hISMDdu3exYsUKgz5PzrOpiPrefvttbNu2Dd988w00Gg2aNm2KmzdvwsHBATY2Nvjpp58KvSW8vHBODRERUSWTmJiIyZMnIzw8HGfOnEGjRo3g4uKCV199FdeuXRMn5ubk5ODevXto0KABnJ2dxTugduzYYdL76PV6nD9/HlFRUWjVqhWAxyNEv/32G/766y8IggCVSoV9+/bh7t27GDLk8QTthw8f4vvvv8fvv/8OT09P/Pvvvxg7diy++OILhIaGGrxHwYhORWCoISIiqkRycnLwxhtvwN/fH0FBQQgKCsKwYcOwYcMGHDx4EK+99hrS0tLEicO2tra4f/8+gMe3gffv3x8bN240Om9WVhZsbW3FJ4UDj0d2xowZA1tbW/Tp0wfA48nH7777LlauXGnQ/8svvxQvYZ07dw59+/ZFu3btADy+Kyo/Px9fffUVRo0aZdCve/fuFRZqZIIgCBXyToV4+PAhrly5goYNGxa6YmJZysjIgL29PdLT02FnZ1eu70VE0sRbuiuP7bbfmbuEp6K1cUV2h89Qx60GVIqiLxXF3biFurXdSr0Sb3pGJnQ6PZwc7Z+11FJR1Wr6TP3z8vJw8+ZN1KtXz+DuLqB0v7/NNqdm48aN8PLywvjx41G7du1CU+V/HT58GE2aNIGzszMWLlxYAVUSERFVPC/POk/1aAF7O9sKDzSViVlCTVpaGiZMmIAjR47gzJkzWLZsGT777LNi+6SkpMDf3x8DBgxAZGQkwsPDERERUUEVExERUWVnllCTmZmJ0NBQ8UFXLVu2RGpqarF9wsPD4erqihkzZqBBgwaYOXMmwsLCKqJcIiIieg6YJdR4eHjgvffeA/B4lvX8+fPxzjvvFNvn3LlzeOONNyCTyQAAL7/8stGCP09Sq9XIyMgw2IiIiEi6zHr307lz5/D6669DqVTi8uXLxbbNyMgwWBzIzs4OSUlJRbafO3cuvvrqqzKrlYiIiCo3sy6+16JFC/z9999o2rQphg8fXmxbhUJh8DwLKysr5OTkFNk+JCQE6enp4paQkFBmdRMREVHlY9aRGplMBh8fH6xevRp16tRBamoqHB0dC23r5ORk8LTSzMxMKJXKIs+tUqmKfKgXERFRZdLh++gKfb/jE9uUqv3sBT/j+yWrcSP6bzjY2yE+IQmN2/vi8on9qOvhVk5Vlp5ZRmoOHjyIKVOmiPsFt60Vt7xz27ZtceLECXH/7NmzcHOrPF9IIiIiKcvJzcWajdvNXUaxzBJqGjdujGXLlmH58uVISEjA1KlT0a1bN9jb2yMjI8NgtcMC/v7+OHr0KCIiIqDVajF//nz4+vqaoXoiIqIXj1wux7K1G2HGNXtLZJZQU6tWLWzevBmhoaFo2rQpcnJy8OuvvwJ4PM9mz549Rn2cnZ2xYMEC+Pr6wtXVFTExMZg+fXpFl05ERPRCeu2VtnjwMBX7Dx4xOH7kxOPnRjk6OmLgwIHioxTMwWwThX19fXHp0iVkZGRg8+bNqF69OgAgPj4eAQEBhfYZN24cLl26hF9++QXnz59HzZo1K7BiIiKiF1dVG2sMfbcPlqzeIB5LTL6LgMFjMX78eERHRyMrKwvDhg0zW43P3QMtvby84OXlZe4yiIiIXjjBwwegZWd/XL95GwBw/ORptH+pFUaPHg0AWLp0Kdzc3HD37l24uLhUeH3PXaghMtXtWc3NXQI9ofbMC+YugYieUf26tdGty6tYvvbx8xqPnTyNerXdxddr1aoFlUqFhIQEs4Qas65TQ0RERM+X8SMHYfefhwAAHdu1wc3bieJrSUlJUKvVqF27tllqY6ghIiIik3V97RU0rF8XANDh5dY4EXUWK1aswM2bNzF27FgEBASYbc4rQw0RERGVyrgRj5/f6OZaE9vXLsbPP/8MHx8f2NjYYNWqVWari3NqiIiIzKy0K/xWtBmTxxvsjx4ciNGDAwEAdT3ccPbsWTNUZYwjNURERCQJDDVEREQkCQw1REREJAkMNURERCQJDDVEREQkCQw1REREJAkMNURERCQJDDVEREQkCVx8j4iIyMzurQyq0PerOWqjyW0nz5yLO3dTsH75QgBATm4u6r/UFeFLF+KNTu3Lq8SnwpEaIiIiKtKH7w/FH38fRnxCEgBg3aadqFfbvdIFGoChhoiIiIpRx70WAnq8iSW/rIcgCPgpLByTx400d1mFYqghIiKiYk0eOwJrftuOLbv2QafToU/PtwAAf0YcRZuufeDg4IBRo0ZBrVaLfebPnw9XV1fY2dlhwIABBq+VF4YaIiIiKlZz70Z4uXULBH8yExPHDoeFhQWux99GvxETMGH0YERHRyM6OhrfffcdAODy5cuYOnUqfvvtN5w+fRpxcXFYvXp1udfJicJlrM2UteYugf6/7bbmroCISDpGDw7EkcgoDO7fGwCwacdetGraBMOC3oGqVn0EBwcjLCwM06dPh5WVFQBArVajdu3a+PfffyukRoYaIiIiKpGdbVUolZZQqZQAgOS793Am5hJqNnkFkFlAq9WiatWqAIC6deti5cqVmDp1Kq5evYru3bvj559/Ro0aNcq1Rl5+IiIiolJzc62JXm+9jn//3IKzZ8/i3LlzOHDgAAAgMTERLVq0QHR0NG7fvo3U1FTMnj273GtiqCEiIqJSCwzogWMnoxF38xYAYNGiRRg+fDgA4NKlS3j77bdx7NgxZGdnQyaTQa/Xl3tNDDVERERUap51PLAydA4+++o7NG3aFDExMdiwYQMAoFu3bhgzZgz69++Phg0bQhAEfP755+VeE+fUEBERmVlpVvg1l84dXsa92EiDY91e74hur3eEqlZTo/azZs3CrFmzKqo8ABypISIiIolgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIqowegACBMHcdVQuQhl9QRhqiIiIKoiFOh2CTotcDVPNk/Lz8wEAcrn8mc7DW7qJiIgqiIU2D5a3/8EDpS8AR1SxlEEmM3dVz07Iy3vqvnq9HikpKbC2toZC8WyxhKGGiIioAlnH7UYOgPu1X4NMrgDw/KcaRfazxQkLCwvUrl0bsmdMeAw1REREFUgGATZxv0N/8wD0VvaQwkyQWuN3PVN/pVIJC4tn/zow1BAREZmBhS4PFtlPf9mmMrGysjJ3CQCkEA+JiIiIwFBDREREEsFQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSYLZQs3PnTnh6ekKhUKBdu3aIjY0tsY+fnx9kMpm4vfnmmxVQKRERET0PzBJqrl+/juHDh2PevHlISkpCnTp1MGrUqBL7RUdH48KFC0hNTUVqaip27txZAdUSERHR88AsD7SMjY3FnDlzEBgYCAAYO3YsunfvXmyfxMRECIKAZs2aVUSJRERE9JwxS6jp1auXwf6VK1fg5eVVbJ+TJ09Cp9PB3d0dqamp8PPzw5IlS+Do6FiepRIREdFzwuwThfPz8zF//nyMGzeu2HZXr15FmzZtsH//fkRFRSE+Ph7Tpk0rsr1arUZGRobBRkRERNJl9lAzffp0VK1aFe+//36x7aZOnYq9e/eiadOmaNKkCb755hts2bKlyPZz586Fvb29uHl4eJR16URERFSJmDXUHDhwAEuXLsX69ethaWlZqr4ODg548OAB1Gp1oa+HhIQgPT1d3BISEsqiZCIiIqqkzBZqbty4gffeew9LliyBt7d3ie379euHEydOiPunTp2Ci4sLVCpVoe1VKhXs7OwMNiIiIpIus4Sa3Nxc9OrVCwEBAejduzeysrKQlZUFQRCQkZEBjUZj1KdFixaYOHEi/v33X+zevRszZswocR4OERERvTjMEmr279+P2NhYrFixAra2tuJ269YttGjRAnv27DHqExISAm9vb7z11lv4+OOPMXbsWISEhJiheiIiIqqMzHJLd0BAAARBKPS1+Pj4Qo9bWloiLCwMYWFh5VgZERERPa/MfvcTERERUVlgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIklgqCEiIiJJYKghIiIiSWCoISIiIkkwW6jZuXMnPD09oVAo0K5dO8TGxpbY5/Dhw2jSpAmcnZ2xcOHCCqiSiIiInhdmCTXXr1/H8OHDMW/ePCQlJaFOnToYNWpUsX1SUlLg7++PAQMGIDIyEuHh4YiIiKigiomIiKiyM0uoiY2NxZw5cxAYGIiaNWti7NixiIqKKrZPeHg4XF1dMWPGDDRo0AAzZ85EWFhYBVVMRERElZ3CHG/aq1cvg/0rV67Ay8ur2D7nzp3DG2+8AZlMBgB4+eWXERISUmR7tVoNtVot7mdkZDxDxURERFTZmX2icH5+PubPn49x48YV2y4jIwP16tUT9+3s7JCUlFRk+7lz58Le3l7cPDw8yqxmIiIiqnzMHmqmT5+OqlWr4v333y+2nUKhgEqlEvetrKyQk5NTZPuQkBCkp6eLW0JCQpnVTERERJWPWS4/FThw4ACWLl2KEydOwNLSsti2Tk5OSElJEfczMzOhVCqLbK9SqQxCEBEREUmbSSM1er0emzZtMumEarUat2/fLrHdjRs38N5772HJkiXw9vYusX3btm1x4sQJcf/s2bNwc3MzqSYiIiKSPpNDzaRJk8T90aNHo3379ujQoQM6dOiAV155BW3btkVMTAwGDhyIMWPGFHu+3Nxc9OrVCwEBAejduzeysrKQlZUFQRCQkZEBjUZj1Mff3x9Hjx5FREQEtFot5s+fD19f31J+XCIiIpIqky4/KRQKyOVycT8uLg59+vRB3759xbuRACAsLAyJiYn466+/ij3f/v37ERsbi9jYWKxYsUI8fvPmTXTp0gWhoaEICAgw6OPs7IwFCxbA19cX9vb2sLGx4S3dREREJDJ5Tk1CQgLs7Ozg4+ODa9euYfDgwZg8eTLOnz+PRo0aoWXLlujZsyfGjx8PW1vbYs8VEBAAQRAKfS0+Pr7IfuPGjUO3bt0QGxuLzp07w87OztTyiYiISOJMDjV16tTBuXPncO3aNYwYMQIA8NNPPyEtLQ1paWmIjo7GuHHjMGbMGEyYMKHcCvby8ipxTRsiIiJ68ZgUajQaDfLz82FnZ4c2bdrAyckJn332Gb7++msAgCAIkMlkWLFiBRYsWAClUlnivBoiIiKismRSqJHL5Vi2bBn+/vtv5OXlYd26ddDpdOI8m7Nnz6JJkyaoVasWfHx84OPjg4EDB5Z4GYqIiIiorJh095OFhQV69eqFjz/+GH/++Sfc3NywceNG1KxZEzdv3sSECROwd+9ebNiwATt27MA777zDQENEREQVyuQ5NVqtFjqdDosWLQIA/O9//8OOHTug1+vx7bff4oMPPkCfPn2wefNmBAYGllvBRERERIUxaaRm9uzZsLGxwZUrV5CUlIT4+Hg0bNgQgwcPxoULF9CjRw94eHhgyZIlcHV1xeLFi8u7biIiIiIDJoUaf39/REREoFGjRti1axdatWoFnU6H48ePw9/fH9OmTUN2djaOHz+OnJwcREZGlnfdRERERAZMCjUtW7ZEhw4dIJfL0bRpUyxbtgz37t1DtWrVsGHDBpw6dQp6vR7fffcdmjdvjlmzZpV33UREREQGSvVAyzZt2mD27Nn48ssvceTIEfTv3x+ZmZmYOHEiDhw4gGXLlpVXnURERETFKlWoWb16tcF+VFQUZDIZ+vbti759+5ZlXURERESlYtLlp/9KTEzEjBkzxOc+yWQyg2dAHTlypGyqIyIiIjLRU4WalStX4uDBg+J+RkaG+Ge9Xo+uXbs+e2VEREREpVDqUKPRaBAWFoaJEycCeBxinJ2dcfv2bWRkZMDCwgJKpbLMCyUiIiIqTqlDzXfffYdatWrhgw8+eHwCCwuoVCp8++23aNq0KbZv3w4rK6syL5SIiIioOKWaKHzo0CGEhYXh+PHjaNiwoXjc0tISP/30E9555x1MmzYN+fn5ZV4oERERUXFMGqnR6/U4fvw4Ro4ciZ07d6JmzZpQqVRG7d544w2cOHGCIzVERERU4UwaqZk+fTpWrlyJI0eOoFGjRgCA7OxseHp6Ang8Ubjgz4IgQK1Wl1O5RERERIUzaaRmwIABqFu3Lv73v/9Bq9UCAKysrLBv3z788ccfsLGxwd69e7F3717s27ePE4WJiIiowpkUapo3b45jx44BAPz8/KDVaqHX69GwYUM0btwYcrkcjRo1QnJyMr766qtyLZiIiIioMCbf/WRpaYm1a9eievXqCAoKEkdsAECr1WLx4sUIDAzE66+/Xi6FEhERERWn1Ld0h4WFITExER9++CGAx5OI8/Ly0Lt3b5w7dw6jR49GXl5emRdKREREVJxS3dINPB6x+eWXX/DSSy/Bz88P7du3x82bN+Hm5gbgccjRaDRlXigRERFRcZ7qMQne3t6YMmWKeFt3QaABHi/Gx5EaIiIiqmilHqkpwAnBREREVJk81UgNAOzatQtDhgzBX3/9VZb1EBERET2VUoUaZ2dnuLu7o1OnToiLi4NWq8WXX35p0ObevXto2bIlHj16VJZ1EhERERWrVJefHB0dsWXLFgwaNAgAEBwcjC+++AI9evSAIAjw8PCAs7MzFAoFnJycyqVgIiIiosKUKtRUqVIFLVu2FPdr1qyJBw8e4JNPPgEAqFQqjB8/HmFhYWVbJREREVEJTA41y5cvR1paGtauXYu0tDRERUVBo9EgPT0dQ4cOBQAsW7YMjo6OCAgIKK96iYiIiAplcqiJiYlBTk4OIiMjkZOTg1u3bkEQBOTk5CA9PR2nTp1C//790aRJk/Ksl4iIiKhQJk8U/uGHH1CrVi0sWbIEtWrVQt++ffHll1/C1dUV586dg5+fHzp16gQLi6e+oYqIiIjoqZmcQAYPHozk5GS8//77SE5Oxp49e5CVlQWZTIbXXnsN9+/fR2BgIN5++23ExcWVZ81ERERERkwKNTqdDj4+PrC2tsarr74KS0tL5OfnY8iQIeLqwba2tvjiiy8wbNgwzJ49u1yLJiIiIvovk0KNXC7HpEmTYG9vj6FDh6J69ero06cPGjdujOvXr6Nbt27i1r17d+zYscPgKd5ERERE5c3kicJarVYMKtevX8eSJUuwceNGHD58GMOGDYOTkxPy8/PxyiuvwNLSEhcuXICPj0+5FU5ERET0JJNDjSAIGD16NABgx44dSE5OhqenJ3r06IELFy5g7ty5YtvWrVtDJpOVfbVERERERTA51FhaWmLSpEkAgG7duonHBw0aBDs7O4O2f/75ZxmVR0RERGSap35Kd4EnAw4RERGRuZTJojLZ2dmIiIgoi1MRERERPZVnCjVpaWmYPn063N3d8cEHH/COJyIiIjKbpwo1ubm5+N///od69erhxIkT+PXXXxETEwOF4pmvZhERERE9ladKIevXr8fWrVvx22+/cU4NERERVQpPFWpGjBiBkSNHlnUtRERERE/N5FCzb98+WFpalrj+jEwmg5eXFzw8PJ65OCIiIiJTmRxqPvjgA1hZWcHS0rLYdhqNBtevX8f58+fRoEGDZy6QiIiIyBQmh5rSPHm7devWOHbsWImh5uHDh3jppZcQERGBunXrlnhePz8/7N69W9zv2rUr/vrrL5PrIiIiIul6qjk1OTk5UCgUUCqVhb4+ffp0dOrUqdhzPHjwAH5+foiPjzf5faOjo3HhwgW4u7sDQImjRkRERPTieKpbulevXg0XFxcEBwfj33//NXr9nXfeQfXq1Ys9R1BQEIKCgkx+z8TERAiCgGbNmsHBwQEODg6wsbEpde1EREQkTU8VagYPHoyVK1ciKysLXbt2RdOmTfHjjz8iNzfX5HMsX74cH330kcntT548CZ1OB3d3d9jY2CAoKAipqalPUz4RERFJ0FOFGltbW7zzzjtYt24d7ty5gzFjxmDevHk4fvy4yefw9PQs1XtevXoVbdq0wf79+xEVFYX4+HhMmzatyPZqtRoZGRkGGxEREUnXMz/7ydbWFh9++CFu3LiBrl27lkVNhZo6dSr27t2Lpk2bokmTJvjmm2+wZcuWItvPnTsX9vb24sZbzImIiKStTB5oCQAqlaqsTmUSBwcHPHjwAGq1utDXQ0JCkJ6eLm4JCQkVWh8RERFVrFLf/eTr6wsrKytUqVIFVlZWRn+uVasW+vfvDwcHhzIttF+/fvjkk0/Qvn17AMCpU6fg4uJSZJhSqVQVHrSIiIjIfEodas6ePYtZs2YhPz/faMvMzERoaCgOHTqE8PDwpyooIyMDVapUMbpdu0WLFpg4cSJCQ0ORkpKCGTNmYNy4cU/1HkRERCQ9pQ41dnZ2GDNmjLh/6NAhpKSkoH///gCAV155pVR3Nf1XixYtEBoaioCAAIPjISEhuHXrFt566y3UqFEDY8eORUhIyFO/DxEREUlLqUPNk89+2rRpE2rXro3Jkyejbdu2qFu3LqpXr45evXqZfD5BEAz2i1qMz9LSEmFhYQgLCyttyURERPQCMGmisCAICAkJQWJionhs2rRp+Pzzz2FjY4Nvv/0WAwYMgFarxWuvvYalS5eWW8FEREREhTEp1KSmpuLKlSto2bIlUlJSsHnzZrRv3x4nTpxA8+bNERQUBEdHR3zyySflXS8RERFRoUwKNU5OTti2bRvu3LmDFStWYNGiRfjkk09w/vx5sU1oaCjy8/PLrVAiIiKi4pRqTo1SqUTfvn2Rnp4OR0dH8Q6lnJwcxMTEYPHixeVSJBEREVFJnmqi8JgxY6DRaMRJw9bW1pg8eTLatWsHNze3Mi+SiIiIqCQmh5quXbvC2toaMpkMgiCgd+/eBq/n5+dj27ZtmDBhQpkXSURERFQSk0NNYGAgrKysIAgC9u7di759+xq87u3tjU2bNjHUEBERkVmYHGqeXHBvxIgRGDRoEORyuXgsPT0dTk5OiI2NRZMmTcq2SiIiIqISPNUDLSMjIw0CzZ07d2Bvb49ff/2VT8MmIiIis3iqUNOuXTvxzzk5OWjYsCEAYODAgahatWrZVEZERERUCiaFmry8PLRq1Qp6vR5Tp07FjRs3xNdUKhUUilLfREVERERUpkwKNSqVCgkJCUhMTMSxY8fg7e2NKVOmICsrC3K53OiJ2kREREQVzaRQI5PJIJfLUbt2bRw5cgR//fUX/v77bzRu3BgPHz40eiglERERUUV7qutGHTt2RFRUFI4fP45q1aoZPLmbiIiIyBxMDjVZWVmYNGmS0fFt27YhOztbfE2n0yEvLw/Lli0ruyqJiIiISlCqkZqiLjMJgiC+JggC9Hr9s1dGREREVAomh5qqVavi+++/F/fz8vLw6NEj1KpVC+vWrTN4jYiIiKiiPdU6Nb///juaNGmCnj17QqvVlnVNRERERKVmcqgRBAH5+fkYPHgwAgMDMXjwYEREREChUHCiMBEREZmdSZef8vLyoFaroVQq0bZtW0yfPh2NGjUq79qIiIiITGZSqLGyskJ8fDwA4MMPPzR4LS8vD3l5eWVeGBEREVFpmHz5ycnJqdDjKpUK0dHRZVYQERER0dN4qonCT5LJZGjQoEFZ1EJERET01J451BARERFVBgw1REREJAkMNURERCQJDDVEREQkCQw1REREJAkMNURERCQJDDVEREQkCQw1REREJAkMNURERCQJDDVEREQkCQw1REREJAkMNURERCQJDDVEREQkCQw1REREJAkMNURERCQJDDVEREQkCQw1REREJAkMNURERCQJDDVEREQkCQw1REREJAkMNURERCQJDDVEREQkCQw1REREJAlmDTUPHz5EvXr1EB8fb1L7w4cPo0mTJnB2dsbChQvLtzgiIiJ6rpgt1Dx48AC9evUyOdCkpKTA398fAwYMQGRkJMLDwxEREVG+RRIREdFzw2yhJigoCEFBQSa3Dw8Ph6urK2bMmIEGDRpg5syZCAsLK8cKiYiI6HlitlCzfPlyfPTRRya3P3fuHN544w3IZDIAwMsvv4zTp0+XV3lERET0nFGY6409PT1L1T4jIwPe3t7ivp2dHZKSkopsr1aroVarDfoTERGRdD03dz8pFAqoVCpx38rKCjk5OUW2nzt3Luzt7cXNw8OjIsokIiIiM3luQo2TkxNSUlLE/czMTCiVyiLbh4SEID09XdwSEhIqokwiIiIyE7Ndfiqttm3bYsOGDeL+2bNn4ebmVmR7lUplMLJDRERE0lbpRmoyMjKg0WiMjvv7++Po0aOIiIiAVqvF/Pnz4evra4YKiYiIqDKqdKGmRYsW2LNnj9FxZ2dnLFiwAL6+vnB1dUVMTAymT59uhgqJiIioMjL75SdBEAz2i1uMb9y4cejWrRtiY2PRuXNn2NnZlXN1RERE9Lwwe6gpLS8vL3h5eZm7DCIiIqpkKt3lJyIiIqKnwVBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJLAUENERESSwFBDREREksBQQ0RERJJgtlATExODtm3bwtHREVOmTIEgCCX28fPzg0wmE7c333yzAiolIiKi54FZQo1arYafnx/atGmDqKgoXLp0CatXry6xX3R0NC5cuIDU1FSkpqZi586d5V8sERERPRfMEmr27t2L9PR0LFy4EPXr18ecOXMQFhZWbJ/ExEQIgoBmzZrBwcEBDg4OsLGxqaCKiYiIqLIzS6g5d+4c2rdvD2trawBAixYtcOnSpWL7nDx5EjqdDu7u7rCxsUFQUBBSU1OLbK9Wq5GRkWGwERERkXSZJdRkZGSgXr164r5MJoNcLi82pFy9ehVt2rTB/v37ERUVhfj4eEybNq3I9nPnzoW9vb24eXh4lOlnICIiosrFLKFGoVBApVIZHLOyskJOTk6RfaZOnYq9e/eiadOmaNKkCb755hts2bKlyPYhISFIT08Xt4SEhDKrn4iIiCofhTne1MnJCTExMQbHMjMzoVQqTT6Hg4MDHjx4ALVabRSQAEClUhV6nIiIiKTJLCM1bdu2xYkTJ8T9+Ph4qNVqODk5FdmnX79+Bn1OnToFFxcXBhciIiICYKZQ89prryE9PR1r164FAMybNw9vvvkm5HI5MjIyoNFojPq0aNECEydOxL///ovdu3djxowZGDduXEWXTkRERJWUWS4/KRQKLF++HAMHDsSUKVOg0+lw+PBhAI/DS2hoKAICAgz6hISE4NatW3jrrbdQo0YNjB07FiEhIWaonoiIiCojs4QaAAgICMC1a9cQFRWFDh06oHr16gAeX4oqjKWlJcLCwkpcz4aIiIheTGYLNQDg5uYGNzc3c5ZAREREEsEHWhIREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJJgt1MTExKBt27ZwdHTElClTIAhCiX0OHz6MJk2awNnZGQsXLqyAKomIiOh5YZZQo1ar4efnhzZt2iAqKgqXLl3C6tWri+2TkpICf39/DBgwAJGRkQgPD0dERETFFExERESVnllCzd69e5Geno6FCxeifv36mDNnDsLCwortEx4eDldXV8yYMQMNGjTAzJkzS+xDRERELw6zhJpz586hffv2sLa2BgC0aNECly5dKrHPG2+8AZlMBgB4+eWXcfr06XKvlYiIiJ4PCnO8aUZGBurVqyfuy2QyyOVypKamwtHRscg+3t7e4r6dnR2SkpKKfA+1Wg21Wi3up6eni+cpTzp1brmen0yXaakzdwn0hPL+2asI/PmuPPjzXbmU5893wblNmXtrllCjUCigUqkMjllZWSEnJ6fIUPPfPgXtizJ37lx89dVXRsc9PDyesmp63jQzdwFkaK69uSsgCeHPdyVTAT/fmZmZsLcv/n3MEmqcnJwQExNjcCwzMxNKpbLYPikpKSa3DwkJwaRJk8R9vV6PR48eoVq1auIlLJKujIwMeHh4ICEhAXZ2duYuh4jKEH++XyyCICAzMxO1atUqsa1ZQk3btm2xcuVKcT8+Ph5qtRpOTk7F9tmwYYO4f/bsWbi5uRXZXqVSGY0GOTg4PH3R9Fyys7PjX3pEEsWf7xdHSSM0BcwyUfi1115Deno61q5dCwCYN28e3nzzTcjlcmRkZECj0Rj18ff3x9GjRxEREQGtVov58+fD19e3oksnIiKiSspsc2qWL1+OgQMHYsqUKdDpdDh8+DCAx3dChYaGIiAgwKCPs7MzFixYAF9fX9jb28PGxoa3dBMREZFIJpgynbicJCUlISoqCh06dED16tVN6hMXF4fY2Fh07tyZw45UJLVajblz5yIkJMToMiQRPd/4801FMWuoISIiIiorfKAlERERSQJDDREREUkCQw1VGqtXr4ZMJjPa/vrrr3J9zy5dupTb+YmoZF9++SVkMhl2794NAFi8eDFkMlmJDzoGHi8JwrXHqABDDVUqzZo1Q2pqqsHG0EH0Yrh48aLBf4lKyyy3dBMVRS6Xc5FEoheQXC4Xw0xMTAzkcrmZK6LnEUdq6Lmwb98+NG/eHA4ODhg1apT4sFKZTIaPPvoINWrUwLx58/Dqq6+Ky6cDwNKlS+Hh4QFbW1sEBAQgMzPTpPdbu3YtGjRoAGdnZ0ybNs2kB6kR0dN76aWXxFBz+fJltG7dGgBw5MgRtGrVCtbW1mjbtq3RI3aKcurUKbRr1w729vZ45513xIcak7Qx1FClcuHCBTg4OIjbhQsXcP36dfTu3RsTJ05EdHQ0oqOj8d1334l9lEolRo4ciZkzZ2LevHmwsrLCP//8gwsXLuCDDz7AqlWrEBsbi/v372Px4sUl1nDkyBGMHj0aoaGhOHToEH799VeEh4eX58cmeuE1aNAA8fHxSE5OhoODA6ytraHX69GvXz/0798fN27cQIcOHTBlypQSz5WWloa3334bPXv2xIULF5CTk4PJkydXwKcgc2OooUqlUaNGOHv2rLg1atQIGzZsgI+PD0aMGIH69esjODgYu3btEvuMHDkSjRo1QuvWrdGpUye4ublBo9GgQYMGuHv3Ltq2bYvY2FgIgoCrV6+WWMOaNWvQp08f9OzZE82aNcOgQYMM3o+Iyp5cLke9evXw+++/o0WLFuLxc+fOYdKkSbh16xYyMzNN+hnevXs3LC0tMWPGDNSuXRsTJ07kz/ALgnNqqFJRKpWoW7euwbGkpCScPn1anGuj1WpRtWpV8XUrKyuD/xbIzc3FqFGjcPjwYfj4+EChUECn05VYQ1JSEiIiIsT3y8/PN/hLlojKR4sWLbBp0yZ06dIFf//9NywsLLBw4UKsXLkSnp6eqFOnjsk/wykpKXB0dAQA6PV6ZGZmIi8vz+jvCZIWhhqq9Nzd3eHv74/58+cDAHQ6HXJyckrst2jRIqSkpODevXtQKpX49NNPcf/+fZPeLzg4GB9//DEAQKPRQK/XP9NnIKKStWjRAqtWrcKHH36Iv//+GwCwZMkSxMXFoWbNmvjjjz8QHR1d4nnc3d3x0ksvYePGjQAAQRCQnp4OS0vLcq2fzI+Xn6jSGzBgAI4cOYJr164BeBxWhg8fXmK/rKwsCIKABw8eYP369ViyZIlJE36HDBmCnTt34u7du9Bqtfj888/x+eefP/PnIKLiFYyIFvw3KysLAJCeno5jx45h0qRJJv0M9+zZE7du3cLJkychl8uxceNGdO/enRP+XwAMNVTpeXp6Ys2aNZg0aRKaNm2KmJgYbNiwocR+H330EQRBQMOGDbFq1SqMHDkSZ8+eLbFfp06d8OWXX2Lw4MHw8fFBfn6+SROMiejZtGzZEnZ2duIlaCsrK/j7+6N169YIDg7G6NGjkZycjHv37hV7HgcHB+zatQsLFixA48aNsX37duzatQsKBS9OSB0faElERESSwJEaIiIikgSGGiIiIpIEhhoiIiKSBIYaIiIikgSGGiIiIpIEhhoiqrSysrLw8OFDc5dBRM8JhhoiqrRWrFiB4OBgo+NHjx41epwGACxfvhwWFhZQKBTiVqNGDaN277zzDlasWFEeJRORGTHUEFGlpVKpDJ7VM3jwYGzbtg1VqlSBUqk0aq9QKBAYGAitVgutVovLly+LS+P//vvv6NixI4DHzxjjkvlE0sNQQ0SVUm5uLiwsLJCXl4d169YBAE6cOIHatWtDLpfDwuLxX196vR4ajQYAIJPJjM5TcEyhUEAul1dQ9URkDgw1RFQp1ahRA9nZ2VAqlfjkk09w7do13Lp1C927d8frr7+OuLg4ODs7o1q1avjwww8BPH6C+549e+Dl5QUvLy907drVIPAUFnqISDr4IAwiqnTu3r0LOzs72NjYwNLSEn369MHXX3+Nzp0748CBAzh79iyCgoJw+fJlg35BQUF466238P3336Nq1aoYPXo0R2eIXiAcqSGiSufcuXNo0qSJuP/zzz/j3r17CAwMLLKPTqeDIAhwcXFBXl4eLCws4OLigurVq4ujNUQkbRypIaJKp1q1ahg5ciTS09MBABYWFpg+fToaNmwInU5n0Far1QIArly5gtatW6NKlSrIzs6GpaUlfvzxR+Tn52PAgAHo379/hX8OIqpYHKkhokrnpZdewoABAwyOdezYEUFBQXB2djaYU+Po6IgVK1agadOmUKvVSEtLQ5s2bbBx40akpaVhwYIFUCqV0Ov1RoGIiKSFIzVE9Nw4ePAgABQ5pwYAUlJSEBMTgzZt2gAA8vLyUKVKFajVauTl5VVovURUsThSQ0SSIQgCJk6ciDfeeANubm4AHocaa2tr9OnTB6dOnTJzhURUnhhqiKjSKlhED3i8bk3Bn5+k1+uRk5ODlJQU9OvXD0eOHMHixYvx6NEjLFu2DFu3bkWtWrUAAImJidixYweio6NhY2NToZ+FiMofLz8RUaWl0WjES0YBAQEGKwQDgJeXF/R6PXJzc7Fx40YkJibi6NGjcHd3h1arxcaNG/HWW29h2LBhAICMjAyMHz8enTp1wptvvmmOj0RE5UgmCIJg7iKIiIiInhUvPxEREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEkMNQQERGRJDDUEBERkSQw1BAREZEk/D8HhfFYiEI65AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图分析性别+抽烟的组合对慷慨度的影响\n",
    "gender_smoker = df.groupby(['性别', '是否抽烟'])['小费'].mean().reset_index()\n",
    "plt.figure()\n",
    "sns.barplot(x='性别', y='小费', hue='是否抽烟', data=gender_smoker)\n",
    "plt.title('性别和抽烟组合对平均小费的影响')\n",
    "plt.xlabel('性别')\n",
    "plt.ylabel('平均小费金额')\n",
    "plt.legend(title='是否抽烟')\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7ded9377-1271-43c7-a3a8-033c851ee7e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "average_tip = df.groupby('聚餐时间段')['小费'].mean()\n",
    "plt.figure()\n",
    "sns.barplot(x=average_tip.index, y=average_tip.values)\n",
    "plt.title('聚餐时间段与平均小费金额的关系')\n",
    "plt.xlabel('聚餐时间段')\n",
    "plt.ylabel('小费')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "244d782f-d13b-4106-afa3-5e4bb38b8d27",
   "metadata": {},
   "outputs": [],
   "source": [
    "average_tip = df.groupby('聚餐时间段')['小费'].mean()\n",
    "plt.figure()\n",
    "sns.barplot(x=average_tip.index, y=average_tip.values)\n",
    "plt.title('聚餐时间段与平均小费金额的关系')\n",
    "plt.xlabel('聚餐时间段')\n",
    "plt.ylabel('小费')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ab03bae3-101d-4aed-98ec-481da0aa3d3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "小费金额和消费总额的相关系数为: 0.6757341092113646\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "sns.lmplot(x='消费总额', y='小费', data=df)\n",
    "plt.title('小费金额与消费总额的关系')\n",
    "plt.xlabel('消费总额')\n",
    "plt.ylabel('小费金额')\n",
    "plt.show()\n",
    "\n",
    "corr = df['消费总额'].corr(df['小费'])\n",
    "print(f'小费金额和消费总额的相关系数为: {corr}')\n",
    "# 移除上方和右方的边框\n",
    "sns.despine()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "81c0afd3-807a-4eef-9130-229ae81551d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='消费总额', y='小费', data=df, kind=\"scatter\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "40ea1833-133b-4509-b445-d5869b050984",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\Anaconda\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 28040 (\\N{CJK UNIFIED IDEOGRAPH-6D88}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda3\\Anaconda\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 36153 (\\N{CJK UNIFIED IDEOGRAPH-8D39}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda3\\Anaconda\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24635 (\\N{CJK UNIFIED IDEOGRAPH-603B}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda3\\Anaconda\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 39069 (\\N{CJK UNIFIED IDEOGRAPH-989D}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda3\\Anaconda\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.relplot(x='消费总额', y='小费', data=df, kind=\"line\")\n",
    "plt.rcParams['font.family'] = 'SimHei'\n",
    "with sns.axes_style(\"darkgrid\", rc={\n",
    "    \"grid.color\": \"white\",  # 修改网格颜色\n",
    "    \"axes.spines.right\": False  # 隐藏右框线\n",
    "}):\n",
    "    sns.scatterplot(x=\"消费总额\", y=\"小费\", data=df)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8cb313e-812f-4759-89f2-66660cbb4f76",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0952eeb-c68a-42b0-90da-a2840c262a70",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
